diff --git a/lbmpy_tests/test_sparse_lbm.ipynb b/lbmpy_tests/test_sparse_lbm.ipynb
index 855bb151c25525f7079fc40d4aa0651d4d73b923..f46130eb0ac668a2f2dcea181bb92fd7b57454d4 100644
--- a/lbmpy_tests/test_sparse_lbm.ipynb
+++ b/lbmpy_tests/test_sparse_lbm.ipynb
@@ -36,7 +36,7 @@
     "lid_velocity = 0.01\n",
     "force = 1e-6\n",
     "\n",
-    "channel = False\n",
+    "channel = True\n",
     "if channel:\n",
     "    kwargs={'force': (force, 0)}\n",
     "else:\n",
@@ -52,12 +52,14 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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zGayVmgGuAI4GqKprgMuBpwN/mgRgfzMl8HjgxqbsCcBfVtXHFmrPAEqSJEnSilVVFy9w/43AG0eU3wec8fgn5mcAJUmSJKk3facxP9IMoCRJkiT15ghspHtELRhAJdkKvBrYU1UvaMr+APgZ4AfA14DXV9W3Rjz7DeAR4AD/f66hJEmSpFWgmLwRqDZZ+K4FNswq2wG8oKpeCPwt8JZ5nn95VZ1p8CRJkiStMgVUuh1jZsEAqtlIat+sso9X1f7m8hbgpB76JkmSJEljZSn2gfo14KNz3Cvg40luS7J5vpck2ZxkOsn03r17l6BbkiRJkpZbVbdj3HQKoJK8FdgPvHeOKmdV1YuB84FLkvyLud5VVVuqaqqqptauXdulW5IkSZLGRXU8xsyis/Al2cQgucQrq0bHhlW1u/m7J8mNwHrg5sW2KUmSJGklyapMIvE4STYA/xa4sKq+N0edpyQ55tA5cC5w52I7KkmSJGkFmrARqAUDqCTXA58HnptkJskbgKuAY4AdSe5Ick1T91lJtjePHg98NsmXgC8Cf1VVH+vlV0iSJEnSEbDgFL6qunhE8bvnqLsbuKA5vw84o1PvJEmSJK1cNXn7QC16DZQkSZIkLWgMp+F1YQAlSZIkqUeTNQK1FPtASZIkSdKq4AiUJEmSpP44hU+SJEmSWjKAkiRJkqQWCjALnyRJkiS1UxM2AmUSCUmSJElqyREoSZIkSf2ZsBEoAyhJkiRJ/XENlCRJkiS1E0egJEmSJKmFYuKm8JlEQpIkSZJacgRKkiRJUk/iGihJkiRJam3CpvAZQEmSJEnqz4QFUK6BkiRJkqSWHIGSJEmS1J8JG4EygJIkSZLUj8IkEpIkSZLU1qRtpOsaKEmSJEn9qY7HApJsTbInyZ1z3E+SP06yK8mXk7x46N6mJPc2x6Y2P8cASpIkSdJKdi2wYZ775wPrmmMz8GcASY4DrgBeAqwHrkhy7EKNGUBJkiRJWrGq6mZg3zxVLgLeUwO3AE9LcgJwHrCjqvZV1cPADuYPxADXQEmSJEnq0RisgToRuH/oeqYpm6t8XgZQkiRJkvrTPQvfmiTTQ9dbqmrLYTw/qgM1T/m8DKAkSZIk9aNlIogFPFRVUx2enwFOHro+CdjdlJ89q/zTC73MNVCSJEmSJtk24FeabHwvBb5dVQ8ANwHnJjm2SR5xblM2L0egJEmSJPWn5zVQSa5nMJK0JskMg8x6RwNU1TXAduACYBfwPeD1zb19Sd4G3Nq86sqqmi8ZBdAygEqyFXg1sKeqXtCUHQe8DzgV+AbwC032itnPbgL+XXP5H6rqujZtSpIkSVr5+k4iUVUXL3C/gEvmuLcV2Ho47bWdwnctj0/pdxnwiapaB3yiuX6MxeZWlyRJkjQhet5I90hrFUDNkVv9IuDQaNJ1wGtGPLqo3OqSJEmSNI66JJE4vll8RfP3GSPqtM6tnmRzkukk03v37u3QLUmSJEljYzWOQHXQOrd6VW2pqqmqmlq7dm3P3ZIkSZLUt1T3Y9x0CaAeTHICQPN3z4g6c+VclyRJkrQaVLodY6ZLALUN2NScbwI+MqLOonKrS5IkSZoQq3EKX5Nb/fPAc5PMJHkD8HbgnCT3Auc01ySZSvIuGORWBw7lVr+VlrnVJUmSJGkctdoHap7c6q8cUXcaeOPQ9WHnVpckSZI0GcZxHVMXrQIoSZIkSVoUAyhJkiRJamFMM+l10Xcac0mSJEmaGI5ASZIkSerPhI1AGUBJkiRJ6o8BlCRJkiS14xooSZIkSVqlDKAkSZIkqSWn8EmSJEnqz4RN4TOAkiRJktSPCdwHygBKkiRJUn8MoCRJkiSppQkLoEwiIUmSJEktOQIlSZIkqRfBNVCSJEmS1J4BlCRJkiS1MIFZ+FwDJUmSJEktOQIlSZIkqT8TNgJlACVJkiSpPwZQkiRJktTOpK2BMoCSJEmS1J8JC6BMIiFJkiRJLTkCJUmSJKkfxcSNQBlASZIkSerNpK2BcgqfJEmSpP5Ux2MBSTYkuSfJriSXjbj/ziR3NMffJvnW0L0DQ/e2tfk5jkBJkiRJ6k2fI1BJjgKuBs4BZoBbk2yrqrsP1amq3x6q/1vAi4Ze8f2qOvNw2nQESpIkSdJKtR7YVVX3VdUPgBuAi+apfzFwfZcGDaAkSZIk9af7FL41SaaHjs1Dbz8RuH/oeqYpe5wkzwZOAz45VPzk5p23JHlNm5+z6Cl8SZ4LvG+o6DnA5VX1R0N1zgY+Any9KfpQVV252DYlSZIkrSBLk4XvoaqamuNe5mh1lI3AB6rqwFDZKVW1O8lzgE8m+UpVfW2+ziw6gKqqe4Az4YdzD/8BuHFE1c9U1asX244kSZKklSmMjnCW0Axw8tD1ScDuOepuBC4ZLqiq3c3f+5J8msH6qHkDqKWawvdK4GtV9XdL9D5JkiRJWsitwLokpyV5IoMg6XHZ9JrZc8cCnx8qOzbJk5rzNcBZwN2zn51tqQKojcy9GOunknwpyUeTPH+uFyTZfGhe4969e5eoW5IkSZKWVY9pzKtqP3ApcBOwE3h/Vd2V5MokFw5VvRi4oaqG3/g8YDrJl4BPAW8fzt43l85pzJtI70LgLSNu3w48u6q+m+QC4MPAulHvqaotwBaAqampCdtuS5IkSVqd+t5It6q2A9tnlV0+6/r3Rzz3OeAnDre9pRiBOh+4vaoeHNGp71TVd5vz7cDRzfCYJEmSpNWg5410j7SlCKDmzKWe5JlJ0pyvb9r75hK0KUmSJGklmLAAqtMUviQ/ymDX318fKvsNgKq6Bngt8JtJ9gPfBzbOmncoSZIkSStGpwCqqr4HPH1W2TVD51cBV3VpQ5IkSdIKVf2vgTrSOieRkCRJkqQ5GUBJkiRJUjuOQEmSJElSWxMWQC3VRrqSJEmSNPEcgZIkSZLUG6fwSZIkSVIbY7qXUxcGUJIkSZL6M2EBlGugJEmSJKklR6AkSZIk9SK4BkqSJEmS2jOAkiRJkqR2UpMVQRlASZIkSerHBGbhM4mEJEmSJLXkCJQkSZKk3phEQpIkSZLaMoCSJEmSpHYcgZIkSZKktiYsgDKJhCRJkiS15AiUJEmSpH6UU/gkSZIkqT0DKEmSJElaWJi8ESjXQEmSJElSS45ASZIkSepPTdYQlAGUJEmSpN5M2hQ+AyhJkiRJ/ShMIiFJkiRJbeXgcvdgaZlEQpIkSZJacgRKkiRJUn8mbApf5xGoJN9I8pUkdySZHnE/Sf44ya4kX07y4q5tSpIkSVoZUt2OBd+fbEhyTxNvXDbi/q8m2dvEK3ckeePQvU1J7m2OTW1+z1KNQL28qh6a4975wLrmeAnwZ81fSZIkSZOs6DWNeZKjgKuBc4AZ4NYk26rq7llV31dVl8569jjgCmCq6eltzbMPz9fmkVgDdRHwnhq4BXhakhOOQLuSJEmSllnPI1DrgV1VdV9V/QC4gUH80cZ5wI6q2tcETTuADQs9tBQBVAEfT3Jbks0j7p8I3D90PdOUPUaSzUmmk0zv3bt3CbolSZIkaQKsORQnNMdwzNEq1gD+ZbOc6ANJTj7MZx9jKabwnVVVu5M8A9iR5KtVdfPQ/Yx45nGxZFVtAbYATE1NTdhSM0mSJGmV6v5f9g9V1dQc99rEGv8duL6qHk3yG8B1wCtaPvs4nUegqmp383cPcCODYbRhM8DJQ9cnAbu7titJkiRpvIXep/AtGGtU1Ter6tHm8i+An2z77CidAqgkT0lyzKFz4FzgzlnVtgG/0mTjeynw7ap6oEu7kiRJklaAqu7H/G4F1iU5LckTgY0M4o8fmpV/4UJgZ3N+E3BukmOTHMsglrlpoQa7TuE7HrgxyaF3/WVVfawZGqOqrgG2AxcAu4DvAa/v2KYkSZIkUVX7k1zKIPA5CthaVXcluRKYrqptwL9OciGwH9gH/Grz7L4kb2MQhAFcWVX7FmqzUwBVVfcBZ4wov2bovIBLurQjSZIkaWVqs5dTF1W1ncGgzXDZ5UPnbwHeMsezW4Gth9PeUu0DJUmSJEmPN2Hp4QygJEmSJPWm7xGoI80ASpIkSVI/Cjg4WRHUUmykK0mSJEmrgiNQkiRJkvozWQNQBlCSJEmS+uMaKEmSJElqa+HNcFcUAyhJkiRJvZm0ESiTSEiSJElSS45ASZIkSepHYRIJSZIkSWojQFwDJUmSJEktHVzuDiwt10BJkiRJUkuOQEmSJEnqjVP4JEmSJKkNk0hIkiRJUlvlRrqSJEmS1JYb6UqSJEnSKuUIlCRJkqT+OIVPkiRJklooyITtA2UAJUmSJKk/EzYC5RooSZIkSWrJEShJkiRJ/ZmsASgDKEmSJEn9yYRN4TOAkiRJktQfAyhJkiRJaqGACcvCZxIJSZIkSWrJEShJkiRJvQg1cWugFj0CleTkJJ9KsjPJXUneNKLO2Um+neSO5ri8W3clSZIkrShV3Y4x02UEaj/wu1V1e5JjgNuS7Kiqu2fV+0xVvbpDO5IkSZJWqjEMgrpYdABVVQ8ADzTnjyTZCZwIzA6gJEmSJK1GJpEYLcmpwIuAL4y4/VNJvpTko0meP887NieZTjK9d+/epeiWJEmSJC2pzgFUkqcCHwTeXFXfmXX7duDZVXUG8CfAh+d6T1Vtqaqpqppau3Zt125JkiRJGgOp6nQs+P5kQ5J7kuxKctmI+7+T5O4kX07yiSTPHrp3YChfw7Y2v6dTAJXkaAbB03ur6kOz71fVd6rqu835duDoJGu6tClJkiRpBekxiUSSo4CrgfOB04GLk5w+q9rfAFNV9ULgA8B/Hrr3/ao6szkubPNzumThC/BuYGdVvWOOOs9s6pFkfdPeNxfbpiRJkqSVpGPwtPAI1HpgV1XdV1U/AG4ALnpMD6o+VVXfay5vAU7q8ou6ZOE7C3gd8JUkdzRlvwecAlBV1wCvBX4zyX7g+8DGqglLwyFJkiSpT2uSTA9db6mqLc35icD9Q/dmgJfM8643AB8dun5y8+79wNuras4lR4d0ycL3WSAL1LkKuGqxbUiSJElawYqlSGP+UFVNzXFvVDwyssEkvwxMAS8bKj6lqnYneQ7wySRfqaqvzdeZLiNQkiRJkjS/ftOYzwAnD12fBOyeXSnJq4C3Ai+rqkcPlVfV7ubvfUk+zSCz+LwB1JKkMZckSZKkUXrOwncrsC7JaUmeCGwEHpNNL8mLgD8HLqyqPUPlxyZ5UnO+hsESpQX3tHUESpIkSVJ/ekyBUFX7k1wK3AQcBWytqruSXAlMV9U24A+ApwL/rclv9/dNxr3nAX+e5CCDgaW3V5UBlCRJkqTJ1WyXtH1W2eVD56+a47nPAT9xuO0ZQEmSJEnqRwEHJysJtwGUJEmSpJ602stpRTGAkiRJktQfAyhJkiRJamnCAijTmEuSJElSS45ASZIkSeqHSSQkSZIkqa2COrjcnVhSBlCSJEmS+uMaKEmSJElanRyBkiRJktQP10BJkiRJ0mGYsCl8BlCSJEmS+mMAJUmSJElt1MQFUCaRkCRJkqSWHIGSJEmS1I8CDroPlCRJkiS1M2FT+AygJEmSJPXHAEqSJEmS2qiJ2wfKJBKSJEmS1JIjUJIkSZL6UVBlEglJR8BNu+/o8HSXZyWpZ7+43B2QdERN2BQ+AyhJkiRJ/ZmwJBKugZIkSZKklhyBkiRJktSPqonbSLfTCFSSDUnuSbIryWUj7j8pyfua+19IcmqX9iRJkiStMFXdjjGz6AAqyVHA1cD5wOnAxUlOn1XtDcDDVfXjwDuB/7TY9iRJkiStPHXwYKdj3HQZgVoP7Kqq+6rqB8ANwEWz6lwEXNecfwB4ZZJ0aFOSJEnSitFx9GmSRqCAE4H7h65nmrKRdapqP/Bt4OmjXpZkc5LpJNN79+7t0C1JkiRJ6keXAGrUSNLsELFNnUFh1ZaqmqqqqbVr13boliRJkqSxUAz2gepyjJkuWfhmgJOHrk8Cds9RZybJE4AfA/Z1aFOSJEnSSlLjt46piy4jULcC65KcluSJwEZg26w624BNzflrgU9WjeFERkmSJElLroA6WJ2OcbPoAKpZ03QpcBOwE3h/Vd2V5MokFzbV3g08Pcku4HeAx6U6lyRJkjShqgYjUF2OBXTZWinJW7PMxOYAAASmSURBVJrye5Kc1+YnddpIt6q2A9tnlV0+dP6PwM93aUOSJEmSRhnaWukcBsuHbk2yraruHqr2w62VkmxksLXSLzZbMG0Eng88C/jrJP+sqg7M12anjXQlSZIkaT49T+HrsrXSRcANVfVoVX0d2NW8b14GUJIkSZL60+8Uvi5bK7V59nE6TeHry2233fZQkr9b7n4ssTXAQ8vdCU0MvyctJb8nLbUev6lRO6RowvnPqMd69nJ34HA8wsM3/XV9YE3H1zw5yfTQ9Zaq2tKcd9laqfWWS8PGMoCqqonbCCrJdFVNLXc/NBn8nrSU/J601PymtJT8nla2qtrQcxNdtlZq8+zjOIVPkiRJ0krVZWulbcDGJkvfacA64IsLNTiWI1CSJEmStJCq2p/k0NZKRwFbD22tBExX1TYGWyv912ZrpX0Mgiyaeu8H7gb2A5cslIEPIO5re2Qk2Tw0V1PqxO9JS8nvSUvNb0pLye9J48YASpIkSZJacg2UJEmSJLVkANWjJD+f5K4kB5NMzbr3liS7ktyT5Lzl6qNWniQbmu9mV5LLlrs/WlmSbE2yJ8mdQ2XHJdmR5N7m77HL2UetHElOTvKpJDubf9+9qSn3m9JhS/LkJF9M8qXme/r3TflpSb7QfE/vaxIFSMvGAKpfdwI/B9w8XJjkdAaL154PbAD+NMlRR757Wmma7+Rq4HzgdODi5nuS2rqWwT93hl0GfKKq1gGfaK6lNvYDv1tVzwNeClzS/DPJb0qL8Sjwiqo6AzgT2JDkpcB/At7ZfE8PA29Yxj5KBlB9qqqdVXXPiFsXATdU1aNV9XVgF7D+yPZOK9R6YFdV3VdVPwBuYPA9Sa1U1c0MMhANuwi4rjm/DnjNEe2UVqyqeqCqbm/OHwF2AifiN6VFqIHvNpdHN0cBrwA+0JT7PWnZGUAtjxOB+4euZ5oyaSF+O+rD8VX1AAz+gxh4xjL3RytQklOBFwFfwG9Ki5TkqCR3AHuAHcDXgG9V1f6miv/e07JzH6iOkvw18MwRt95aVR+Z67ERZaZDVBt+O5LGTpKnAh8E3lxV30lG/aNKWlizB8+ZSZ4G3Ag8b1S1I9sr6bEMoDqqqlct4rEZ4OSh65OA3UvTI004vx314cEkJ1TVA0lOYPD//EqtJDmaQfD03qr6UFPsN6VOqupbST7NYG3d05I8oRmF8t97WnZO4Vse24CNSZ6U5DRgHfDFZe6TVoZbgXVNRqInMkhGsm2Z+6SVbxuwqTnfBMw1ei49RgZDTe8GdlbVO4Zu+U3psCVZ24w8keSfAK9isK7uU8Brm2p+T1p2bqTboyQ/C/wJsBb4FnBHVZ3X3Hsr8GsMMhi9uao+umwd1YqS5ALgj4CjgK1V9R+XuUtaQZJcD5wNrAEeBK4APgy8HzgF+Hvg56tqdqIJ6XGS/DTwGeArwMGm+PcYrIPym9JhSfJCBkkijmLwf/K/v6quTPIcBkmTjgP+Bvjlqnp0+Xqq1c4ASpIkSZJacgqfJEmSJLVkACVJkiRJLRlASZIkSVJLBlCSJEmS1JIBlCRJkiS1ZAAlSZIkSS0ZQEmSJElSSwZQkiRJktTS/wPmdX/csqaSRQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 1152x432 with 2 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -181,15 +183,15 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/latex": [
-       "$$\\left \\{ d_{0} : {{d}_{0}}, \\quad d_{1} : {{d}_{0}^{1}}, \\quad d_{2} : {{d}_{0}^{2}}, \\quad d_{3} : {{d}_{0}^{3}}, \\quad d_{4} : {{d}_{0}^{4}}, \\quad d_{5} : {{d}_{0}^{5}}, \\quad d_{6} : {{d}_{0}^{6}}, \\quad d_{7} : {{d}_{0}^{7}}, \\quad d_{8} : {{d}_{0}^{8}}, \\quad f_{0} : {{f}_{0}}, \\quad f_{1} : {{f}_{\\mathbf{{idx}_{0}}}}, \\quad f_{2} : {{f}_{\\mathbf{{idx}_{0}^{1}}}}, \\quad f_{3} : {{f}_{\\mathbf{{idx}_{0}^{2}}}}, \\quad f_{4} : {{f}_{\\mathbf{{idx}_{0}^{3}}}}, \\quad f_{5} : {{f}_{\\mathbf{{idx}_{0}^{4}}}}, \\quad f_{6} : {{f}_{\\mathbf{{idx}_{0}^{5}}}}, \\quad f_{7} : {{f}_{\\mathbf{{idx}_{0}^{6}}}}, \\quad f_{8} : {{f}_{\\mathbf{{idx}_{0}^{7}}}}\\right \\}$$"
+       "$\\displaystyle \\left\\{ d_{0} : {{d}_{0}}, \\  d_{1} : {{d}_{0}^{1}}, \\  d_{2} : {{d}_{0}^{2}}, \\  d_{3} : {{d}_{0}^{3}}, \\  d_{4} : {{d}_{0}^{4}}, \\  d_{5} : {{d}_{0}^{5}}, \\  d_{6} : {{d}_{0}^{6}}, \\  d_{7} : {{d}_{0}^{7}}, \\  d_{8} : {{d}_{0}^{8}}, \\  f_{0} : {{f}_{0}}, \\  f_{1} : {{f}_{\\mathbf{{idx}_{0}}}}, \\  f_{2} : {{f}_{\\mathbf{{idx}_{0}^{1}}}}, \\  f_{3} : {{f}_{\\mathbf{{idx}_{0}^{2}}}}, \\  f_{4} : {{f}_{\\mathbf{{idx}_{0}^{3}}}}, \\  f_{5} : {{f}_{\\mathbf{{idx}_{0}^{4}}}}, \\  f_{6} : {{f}_{\\mathbf{{idx}_{0}^{5}}}}, \\  f_{7} : {{f}_{\\mathbf{{idx}_{0}^{6}}}}, \\  f_{8} : {{f}_{\\mathbf{{idx}_{0}^{7}}}}\\right\\}$"
       ],
       "text/plain": [
        "{d₀: d_C__0, d₁: d_C__1, d₂: d_C__2, d₃: d_C__3, d₄: d_C__4, d₅: d_C__5, d₆: d\n",
-       "_C__6, d₇: d_C__7, d₈: d_C__8, f₀: f_C__0, f₁: f_000035D373, f₂: f_000035D373,\n",
-       " f₃: f_000035D373, f₄: f_000035D373, f₅: f_000035D373, f₆: f_000035D373, f₇: f\n",
-       "_000035D373, f₈: f_000035D373}"
+       "_C__6, d₇: d_C__7, d₈: d_C__8, f₀: f_C__0, f₁: f_daad556c0781, f₂: f_14e3fe181\n",
+       "65b, f₃: f_cd08e7a24cfc, f₄: f_ac7562ff93b9, f₅: f_5b49411a8d3e, f₆: f_d924a61\n",
+       "a086a, f₇: f_716db6c2b896, f₈: f_89df4cd9f421}"
       ]
      },
      "execution_count": 7,
@@ -242,6 +244,9 @@
     "        raise NotImplementedError(\"UBB on GPU not working yet\")\n",
     "        \n",
     "    ubb_mapper = SparseLbBoundaryMapper(ubb, method, pdf_field)\n",
+    "    #TODO the following line is wrong: kernel contains accesses to index_field and pdf_field which have \n",
+    "    #different size: a correct kernel comes out when by change the shape is taken from index field, \n",
+    "    # when taken from pdf field, a wrong kernel is generated\n",
     "    ubb_kernel = ps.create_kernel(ubb_mapper.assignments(), ghost_layers=0).compile()\n",
     "    ubb_idx_arr = ubb_mapper.create_index_arr(mapping, flags[ubb])\n",
     "    ps.show_code(ubb_kernel.ast)\n",
@@ -272,7 +277,7 @@
     "        gpu_pdf_arr = gpuarray.to_gpu(pdf_arr)\n",
     "        gpu_pdf_arr_tmp = gpuarray.to_gpu(pdf_arr_tmp)\n",
     "        gpu_index_arr = gpuarray.to_gpu(index_arr)\n",
-    "    \n",
+    "        \n",
     "        kernel_stream_collide(f=gpu_pdf_arr[:mapping.num_fluid_cells], \n",
     "                          d=gpu_pdf_arr_tmp[:mapping.num_fluid_cells], \n",
     "                          idx=gpu_index_arr)\n",
@@ -296,15 +301,26 @@
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "init()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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47rnn0LJlS7UrbceOHcPcuXOV2ps3b464uDh4enqiVatWkEgkKvNTpkzB+fPnFdokEgk6d+6M9u3bw8/PD+7u7iqz9+/fx9ChQ5XanZ2dER8fj2bNmqFVq1ZqV3bXrFmDTZs2KbW3adMGXbt2hbe3N5o3b65ytUomk2HQoEEoLCxUaLewsED37t3x/PPPw9/fX+1K25kzZzBr1iyl9qZNmyI+Pl6sm7qV3Q8++AApKSkKbRKJBB07dkRkZCT8/Pzg4eGhMltQUIBBgwbhz/+f6uTkhJ49e6J58+Zo1aqV2pXd77//HuvWrVNqDwkJQbdu3cS6qVrZJSIMGTIE+fn5Cu3m5ubo1q0bQkND4e/vr3alLTU1FdOmTVNq9/X1RXx8PDw8PBAcHKy2bnPmzMGJEycU2gwNDdGhQwd06NABTZs2hZeXl8pscXExBg4cCLlcrtDu4OCAnj17wt/fH0FBQWpXKLdu3YpVq1YptQcHB6N79+7w8vKCv7+/2rq98cYbuHfvnkK7mZkZunbtirCwMPj7+8PBwUFl37/++ismTZqk1O7t7Q2pVCrWTd3K7vz583H48GGFNgMDA7Rv3x6dO3eGr68vvLy8VP6slJWVYcCAAairq1Not7OzQ1xcHAICAhAUFARLS0uVfe/YsQNff/21UnurVq0glUqRkJCAtm3b6rWyyxhj+hAEIY2IwlRe4wkqY4zpJzk5GXFxcQ09DMYY+9s8+XBFKpWie/fusLKyaughMcb+QzRNUPmQJMYYY4wxpuDRo0fIyMhARkYG8vLyGno4jLH/Q1TvD2OMMaZWYGAgli1bpvY6EWHq1KlKW3yB37dsBgYGwtPTE97e3iq3Hl66dEnl9jszMzNER0fD1tYWrVq1UnuI0ddff41Lly4ptfv4+CAiIgJOTk5o0aKFyi3CJSUlmDp1qlK7gYEBOnToAE9PTzRr1kztYTx79+7Frl27lNrt7e0RFRUFOzs7BAYGqtwiTET44IMPlLb4AkDr1q3RqlUreHp6wsfHR2Xdrl27hqVLlyq1m5qaIjo6GjY2NmjdurXardUrV65UuXXby8sL7dq1E+umaqtreXk53n//faUtvgYGBmjXrh28vb3RrFkztYfxHDx4EElJSUrtdnZ2CnVTt0U4MTFRaYsvAAQFBSE4OBgeHh5o0qSJyrrdunULn332mVK7iYmJQt3Uba1eu3YtfvnlF6V2Dw8PREZGwtHRES1atFC51bWqqgoTJ05U2uIrCAIiIiLQpEkT+Pn5wc3NTWXdjh49iq1btyq129jYoEuXLrC1tdW4Rfijjz5Cbm6uUntAQABCQkLg5uaGpk2bqqzb7du3sWDBAqV2Y2NjdOnSBXZ2dggKClK7RXjDhg04ffq0Uru7uzs6dOgABwcH+Pv7q6xbTU0NJk6cqLTFVxAEhIeHw8/PD76+vnB3d1dZt5MnT2Ljxo1K7dbW1oiNjUVCQgLi4uLg6OiocuyMMfa3UvdwakO++JAkxti/2c6dO8UDTExMTCguLo6WLVtG2dnZOuWlUqmY9/DwoLfffpt2796t0+Etd+7cISMjI/Hwlnbt2tHHH39Mly5d0unwljlz5oh929jY0IABA2jDhg306NEjrdmamhpq2rSpmA8ICKD333+fjh8/rtPhLfv27ROzxsbG1KNHD/ryyy/p9u3bWrNERP369RPzbm5uNGLECNq5cyeVl5drzebm5pKpqalYt7Zt29KcOXPo4sWLOtVt4cKFYt9WVlbUv39/+u677+jhw4das3V1ddSyZUsx36JFC5owYQIdPXpUp7odPXpUzBoZGVG3bt3oiy++oMzMTK1ZIqLBgweLeRcXFxo+fDj9+OOP9PjxY63Z/Px8srCwEPMvvPACzZ49m86fP69T3b744gsxa2lpSS+99BKtXbuWHjx4oDUrk8koODhYzDdr1ozGjx9Phw8fppqaGq35M2fOiFmJREJdu3alxYsX061bt7RmiYiGDx8u5p2dnen111+npKQkKisr05otLCwka2trMR8aGkqzZs2i1NRUner2zTffiFkLCwvq27cvrV69mu7fv681K5fLKSwsTMw3bdqUxo4dSwcPHqTq6mqd/uyMMfaswIckMcbYP4OIIJVK4erqCqlUipiYGL2+guL8+fN4++23kZCQAKlUipCQEL2+/uL9999HZmYmEhIS0LNnTzg7O+ucLSkpQffu3REZGQmpVIoOHTro9VUxGzZswJo1ayCVSiGVSuHn56dzlojw4osvwtbWFlKpFN26ddPrmbcrV65g2LBhiI+PR0JCAkJDQ/X6qpgZM2bgypUrkEqliI+Ph4uLi87Z8vJyxMTEIDw8HFKpFJ06ddLrK0+2bduGZcuWiYfTtGjRQucsAAwYMACmpqbis4LW1tY6Z2/cuIFXX30VPXv2REJCAsLCwvSq24cffoi0tDSxbm5ubjpnq6qq0LVrV4SGhkIqlaJz5856feXJTz/9hM8++0ysm7+/v14/K4MHD4YgCJBKpejRo4deX6uUlZWF/v37o0ePHpBKpQgPD9erbvPnz8epU6fEuqk7fEuVmpoaxMTEoHXr1pBKpYiKioKpqanO+eTkZMydO1esW0BAgF51Y4yxv8IzHZIkCMJqAAkA8omo1R9tWwD4//EWWwDFRBSiInsbQBkAGYA6dYP4M56gMsb+rZ5sVdTnZvVpMpnsmU7OfJa8TCaDgYFBvW9Wn6VvIoJcLn+msXPd/tm+nzXPdfv31Y0xxv4qmiaoujyDuhbAlwC+e9JARAOe+s0/BVCiId+FiAp0GypjjP271Xdi+sSz3jg+S74h+xYE4V87dq7bv69vrhtjjDVeWieoRHRcEIQmqq4Jv3989zKA6L92WIwxxhhjjDHG/q951q+Z6QjgARHdVHOdAOwXBCFNEISRz9gXY4wxxhhjjLH/sGf9mplXAGzScD2SiHIFQXAGcEAQhOtEdFzVG/+YwI4EAG9v72ccFmOMMcYYY4yxf5t6r6AKgiAB8CKALereQ0S5f/xvPoAdAMI1vHcFEYURUZiTk1N9h8UYY4wxxhhj7F/qWbb4xgC4TkQ5qi4KgmAhCILVk38G0B3A5WfojzHGGGOMMcbYf5jWCaogCJsAnAHgLwhCjiAIw/+4NBB/2t4rCIK7IAg///FLFwAnBUH4FcAvAPYQUfJfN3TGGPt3kMlkuH79Our7vdP37t1DcXFxvfu/fv06ZDJZvbIlJSXIyVH5OaROMjIyUFVVVa+sXC7HtWvX6l233NxcFBUV1SsLPFvdSktLkZ2dXe++MzMzUVlZWa8sEeHq1av1rlteXh4ePXpUryzwe93q6urqlS0vL8edO3fq3XdWVhYqKirqlSUiXLlypd51e/DgAQoK6v+lBenp6aitra1XtqKiApmZmfXu+/bt2ygvL693njHG/kpaJ6hE9AoRuRGRERF5EtG3f7QPI6Llf3pvLhH1/OOfM4nouT9eQUQ09+/5IzDGWONmaGiIyZMno3nz5hg/fjwOHTqk142oXC6Hp6cnoqOjsXjxYty6dUuv/rdv3w43NzcMGzYM27dvR1lZmc5ZCwsLREVFITQ0FLNmzcK5c+fE73rVRWZmJhwcHNCnTx98++23uH//vs5ZAwMDzJo1C35+fhgzZgwOHDiAmpoanfOCIMDb2xtRUVH49NNPcePGDZ2zALB79264uLhg6NCh2LZtG0pLS3XOWlhYIDY2FiEhIZgxYwZSUlL0qtvdu3fh4OCAXr16YeXKlcjNzdU5KwgC5s2bB19fX4wePRr79u1DdXW1znmJRAI/Pz906tQJCxcu1PtDggMHDsDFxQWDBw/Gli1bUFKi6ZvoFJmZmaF3795o3bo1pk2bhjNnzuj1IUF+fj4cHByQkJCA5cuX6/XhiiAI+Pzzz+Hj44NRo0Zh7969en24YmJighYtWiAyMhLz58/Xe7J7/PhxODs749VXX8WmTZv0+nDFzMwMAwcORFBQEKZMmYJTp07pVbeioiI4OjqiZ8+eWLZsGe7evatzljHG/nJE1Ohebdq0IcYY+y9JS0sj/H6yOQEga2trevnll2n9+vVUUFCgNf/OO+8o5P39/WnixIl07Ngxqq2t1ZgtKSkhOzs7MWtsbEzdu3enpUuXUlZWlta+16xZo9C3m5sbvfnmm/TTTz9ReXm5xqxcLqf27dsr5MPDw+nDDz+kCxcukFwu15i/dOmSQtbKyor69etH69ato/z8fK1jHzdunEK+efPm9L///Y+OHDlCNTU1GrOPHz8mJycnMWtkZEQxMTH0+eefU0ZGhta+N27cqNC3i4sLvfHGG5SUlERlZWVa8126dFHIt2nThhITEyktLU1r3a5fv04GBgZi1sLCgvr27UurV6+mBw8eaO178uTJCn37+fnRuHHj6ODBg1rrVllZSW5ubmJWIpFQly5d6LPPPqObN29q7TspKUmhbycnJxo2bBj98MMPVFpaqjUfFxenkH/++edp5syZdO7cOZLJZBqzmZmZJJFIxKy5uTn17t2bVq1aRXl5eVr7njVrlkLfvr6+NGbMGNq/fz9VV1drzFZXV5OPj4+YNTQ0pM6dO9OiRYsoPT1da9979uxR6NvBwYGGDBlCW7dupZKSEq35Pn36KOSfe+45mjFjBp09e1Zr3RhjTF8AUknNXFCgem5l+TuFhYVRampqQw+DMcZUunjxIj7++GO9cz///LPabXSOjo5wc3ODu7s7rK2tla7n5+fj2LFjKrNGRkZwc3MTX0ZGRkrvOXv2rNpVEWtra7i7u8Pd3R329vb4/Suu/7+6ujrs2LFDZdbAwADOzs5i3szMTOk9N27cwK+//qoyb2ZmBnd3d7i5ucHZ2RmGhoZK70lOTla76uvg4CD2rapuBQUFOHLkiMqskZERXF1d4e7uDldXVxgbGyu955dfflG75dTa2lr8d+bg4KBUN5lMhqSkJJXZJ3V7kjc3N1d6T0ZGBs6fP68yb2pqKtbNxcVFZd0OHDigdmu4vb29WDcbGxul60VFRTh48KDKrEQiEevm5uamsm5paWlqt5xaWVmJf25HR0elusnlciQlJalcfTQwMICTk5PYt4WFhdJ7srKyoO4ewtTUVOxbXd0OHTqEwsJClXl7e3sxb2trq3S9pKQE+/fvV5l9UrcnP6cmJiZK77lw4YLaHRKWlpbin9vR0REGBoqb4IgIO3bsULlyKgiCWDd3d3eVdcvOzkZKSorKvl1cXBAfHw+pVIqYmBhYWlqqfB9jjOlKEIQ0IgpTeY0nqIwxpp/k5GTExcU19DAYY+wfZ2JigpiYGHz00UcICQlp6OEwxv6lNE1Qn/V7UBljjDHG2H+ctbU1YmNjkZCQgLi4ODg6Ojb0kBhj/1HP8jUzjDH2f1L37t1RW1ur1+v+/ftK2+KMjY3Ro0cPLF26FJmZmRrzS5cuVRqHu7s7Ro4ciZ9++gmlpaVqszU1NSpXOiIiIjBnzhxcuHABNTU1avNnz55VylpbW6N///5Yt24dHjx4oHHsI0aMUMq3bNkSEydOxOHDh1FZWak2W1BQoLSV0sjICN26dcOSJUtw69YtjX2vWLFCqW9XV1cMHz4cO3bsQElJica6tW3bVikfHh6O2bNnIy0tTWPdVG3PtbS0xEsvvYQ1a9YgLy9P49hHjx6tlH9y0NbBgwc11q24uBgODg4KWYlEgq5du2Lx4sW4ceOGxr7XrVun1LezszNef/11bN++HcXFxRrznTp1UsqHhYVh5syZ+OWXXzTW7dKlS0rbfi0sLNC3b198++23uHfvnsa+J0yYoNS3n58fxo4diwMHDqCiokJttqysDK6urgpZQ0NDdOnSBYsWLcL169c19r1li/JXwzs5OeG1117Dtm3bUFRUpDHfrVs3pfzzzz+PDz74AGfPntVYt/T0dKUty+bm5ujduzdWrlyJnJwcjX1Pnz5dqe+mTZti7NixOHjwIB4+fIgtW7ZgyJAhPDlljP291D2c2pAvPiSJMfZfM336dPGgnOHDh9OPP/5Ijx8/1ilbVVVFXl5eBIDCwsJo9uzZdP78ea0H5Tyxc+dOAkCWlpb00ksv0Zo1a3Q6KOcJqVRKAKhZs2Y0fvx4Onz4sNaDcp64c+cOGUfYs9IAACAASURBVBkZkUQioejoaFq8eDHdunVL577nzJlDAMjZ2Zlef/112r59u04H5RAR1dTUUNOmTQkAhYaG0qxZsyg1NVXnA1/27dsnHjDUp08f+vbbb+n+/fs6j71fv34KB+UcOHBA60E5T+Tm5pKpqSkZGhpSVFQUffrppzodlPPEggULCAA5OjrS0KFDadu2bTodlENEVFdXR/7+/gSAQkJC6IMPPqCUlBSd63bkyBECQGZmZtSrVy9auXIl5ebm6jz2QYMGEQDy8fGh0aNH0759+6iqqkqnbH5+Ppmbm5OBgQF16tSJFi5cSNeuXdP5Z+WLL74gAGRvb0+DBw+mLVu2UHFxsU5ZmUxGwcHBBICCg4Np2rRpdObMGZ3rdubMGQJApqamlJCQQN988w3l5OTolCUiGj58OAEgLy8vGjVqFO3du5cqKyt1yhYWFpK1tTUZGBhQhw4d6JNPPqErV67oXDfGGNMXNBySxFt8GWPsbyaTyWBjY4OUlBSEhYUpHW6izdWrV/HBBx8gPj4e7u7uevf/8OFD7Nu3D507d1Z5MIsmjx49QqdOnbBgwQL4+/srrWxpc/nyZaxfvx6xsbEqD+PRRC6Xw8zMDGfOnEF4eLjedbt27Rref/99JCQkwMPDQ68s8Pv3ge7duxdRUVEwNTXVK1tcXCyutAYEBOhdt0uXLmH16tWIjY2FnZ2dXlkigkQiwalTp9C2bVuVBwFpkp6ejrFjxyIhIQFeXl56ZQEgJycHu3fvRnR0tMpDszQpKytDcHAwpkyZgqCgoHrVbcWKFYiLi4O9vb1eWSKCXC7H8ePH0a5dO0gk+t0iZWRkYOTIkUhISICPj49eWeD3w5127tyJrl27qjw0S5OKigo0b94cFy9eRHBwcL3q9uWXX/LWXcZYo8CHJDHGGGOMMcYY+8doOiSJn0FljDHGGGOMMdYo8ASVMcYYY4wxxlijwBNUxhhjjDHGGGONAk9QGWOMMcYYY4w1CjxBZYwxxhhjjDHWKPAElTHGGGOMMcZYo8ATVMYY+4dcvnwZixYtQnp6er3yq1evxrZt21BaWqp3tqysDImJiUhJSYFcLtc7v3//fqxYsQK5ubl6Z4kIn3zyCfbt24fq6mq98+np6ViwYAGuXbuG+nw12nfffYctW7aguLhY72x5eTkSExNx5swZyGQyvfOHDh3C8uXLkZOTo3eWiLBo0SLs3bsXVVVVeuczMjIwf/58XLlypV51+/7777Fx40YUFRXpna2qqkJiYiJOnjxZr7odP34cy5YtQ3Z2tt5ZAFi8eDF2796NyspKvbPZ2dn4+OOPcenSpXrVbcuWLdiwYQMePXqkd7ampgazZ8/G8ePHUVdXp3f+9OnT+PLLL3Hnzh29swDwxRdfYOfOnaioqKhXnjHG/hJE1Ohebdq0IcYY+6+pq6ujwMBAAkDNmzen//3vf3TkyBGqqanRKX/ixAkCQEZGRtS1a1f6/PPPKSMjQ+f+X3vtNQJALi4u9MYbb1BSUhKVlZXplC0oKCBLS0sCQG3atKHExERKS0sjuVyuU/6rr74iAGRhYUF9+/al1atX04MHD3TKyuVyCgkJIQDk5+dH48aNo4MHD+pct19++YUAkEQioS5dutBnn31GN2/e1ClLRDRy5EgCQE5OTvTaa6/RDz/8QKWlpTpli4qKyNbWlgDQ888/TzNnzqRffvmFZDKZTvlVq1YRADI3N6fevXvTqlWrKC8vT6esXC6ntm3bEgDy9fWl9957j/bv30/V1dU65S9evEgAyNDQkDp37kyLFi2i69ev65QlInrvvfcIADk4ONCQIUNo69atVFJSolO2rKyMHBwcCAA999xzNH36dDp79qzOdVu/fj0BIDMzM5JKpbRixQq6d++ezmPv3LkzASAfHx969913KTk5maqqqnTKXrt2jQRBIAMDA+rYsSMtWLCArl69qvPPyqRJkwgA2dvb06BBg2jz5s1UXFysU7aiooJcXV0JALVu3ZqmTp1Kp0+fprq6Op3y27ZtIwBkampK8fHxtHz5crp7965OWcYY0weAVFIzFxSoHp8O/t3CwsIoNTW1oYfBGGMq1dXV1XuFYevWrRgxYoRCm42NDWJiYhAbG4tu3brBzs5Obb5nz544deqUQpu/vz9iY2MRFxeH8PBwGBoaqszeunULbdq0UWgzNjZGp06dEBsbi9jYWHh5eante+bMmViyZIlCm6urq9h3586dYWZmpjJbXV2NVq1aIT8/X6E9LCxMzAcFBUEQBJX5nTt3YsiQIQptVlZWiImJQVxcHLp16wZ7e3u1Y+/bty8OHz6s0NasWTPExcUhLi4Obdu2hUQiUZm9c+cOQkJCFFaejYyM0LFjR/To0QNxcXHw8fFR2/fcuXOxYMEChTZnZ2eFullYWKjM1tbWIjg4WGnlOjQ0VMy3bt1abd2Sk5MxYMAAhTZLS0t07doVsbGx6N69OxwdHdWOfeDAgdi7d69CW9OmTcW6RUREwMjISGX23r17aN26tcIKqkQiQWRkJOLi4hAbGwtfX1+1fS9atAhz5sxRaHNyckKPHj0QGxuLLl26wNLSUmW2rq4OoaGhSiuJISEhYt2ee+45tXU7evQoevfurdBmbm6O6OhoxMXFoUePHnByclI79mHDhmHHjh0Kbb6+vuLPWWRkpNq65efnIygoCDU1NWKboaEh2rdvL9bNz89Pbd9Lly7FjBkzFNocHBzEukVHR8PKykplVi6Xo23btrhx44ZC+/PPPw+pVAqpVIrQ0FAYGPAGPMbYsxEEIY2IwlRe4wkqY4zpJzk5GXFxcQ09DMYY+8e5ubkhPj4eUqkUMTExMDc3b+ghMcb+hTRNUPkjMMYYY4wxppO8vDysWrUK48aNw4cfflivZ7sZY0wT1fuZGGOMqeXh4YFhw4bVK/vw4UPs2bNH5TVTU1N4eXnBy8sLbm5uKrcAnjhxAhkZGSrzDg4OYt7BwUHpukwmw/r161VmJRIJ3N3d4e3tDU9PT5iamiq9Jz09HWfOnFGZt7KyEvt2cXFRuQXwxx9/VHkzKwgCXFxcxL6tra2V3lNYWIidO3eq7NvExETs293dXWXdTp8+rbRt8Ql7e3uFuv1526dcLsf69etVHphjaGgIDw8PeHl5wdPTU+UW51u3buHkyZMq+7a0tBT7dnV1VVm3nTt3orCwUKn9Sd08PT3h7e2tsm4lJSVKW02fMDExgaenJ7y8vODh4aGybikpKbh27ZrKvJ2dnTh2R0dHpboREdavX6/yUC5DQ0O4u7uLdVO1CpeVlYVjx46p7NvCwkKhbqq2te/evRsFBQUq8y4uLmLexsZG6frjx4/xww8/qMwaGxsr1M3Y2FjpPWlpabh06ZLKvC5127hxI2pra5WyhoaGcHNzE/Oq6padna20nf0Jc3Nz8efMzc1NZd0OHDiAe/fuKbUbGBigXbt24lbfgIAAtVukGWPsmah7OLUhX3xIEmPsv2rcuHEEQHw999xzNGPGDJ0OgHn8+DE5OzuLWX0PgNm0aZNC397e3nodABMdHS1mnz4A5tq1a1oPgElPTycDAwMxb2dnJx4AU1RUpLXvKVOmKIy9devWNG3aNJ0OgKmsrCR3d3cx+/QBMDk5OVr7TkpKUujby8uL3nnnHfr555+psrJSaz4uLk6hbpGRkTR//ny6fPmy1rplZmaSRCIR87a2tvTKK6/Qxo0bqbCwUGvfs2bNUhh7UFAQTZ48mU6ePKm1btXV1eTj4yNmTUxMKC4ujpYtW0bZ2dla+96zZ49C3x4eHvTWW2/R7t27qaKiQmu+T58+YlYQBIqIiKC5c+fSb7/9prVud+/eJWNjYzFvY2NDAwYMoA0bNlBBQYHWvufNm6cw9pYtW9KkSZPo+PHjVFtbqzFbW1tLzZs3F7PGxsbUo0cPWrp0KWVlZWnt+9ChQwp9u7m50YgRI2jnzp1UXl6uNT9w4ECFfHh4OM2ZM4cuXryotW73798nMzMzMWtlZUX9+/endevW0cOHD7X2zRhjuoKGQ5IafDKq6sUTVMbYf1FeXh7Z2tpSbGwsffXVV3Tnzh298osWLSJ3d3d66623aNeuXTrd5D9RV1dHQUFBet3kP+3YsWNkbW1NL7/8Mq1fv16nm/ynDRkyRK+b/Kc9fPiQ7O3tqXv37jrf5D9t6dKl4k3+Tz/9pNNN/hMymYxCQkL0usl/2tmzZ8nKyor69etXr5v8N998k1q0aEETJkzQ68Rnot9PEHZycqKYmBhasmSJXic+ExGtWLFCPPF5x44dOp/4TPT/TxAOCwvT+8RnIqILFy6QlZUVvfjii7RmzRqdT3x+YvTo0eKJz4cOHdKrbqWlpeTq6krR0dG0ePFivU58JiL67rvvyMnJiYYNG0bbt2/X+cRnot/r1qlTJwoNDaWZM2fSuXPndD65mIjoypUrZGVlRX369KFvv/1W5xOfn5gwYQL5+vrSmDFj6MCBAzqf+MwYY/rSNEHlQ5IYY+wfkp+fD3Nzc7Unj2pz+/Zt+Pj41GtbXXl5OcrLy+Hs7FyvvnNycuDi4qL25FFNiAi3b9/WeGKrJg8fPoSpqanak0e1uX37Nry9vet18mhFRQVKS0vh6upar77v3bsHJycnldtAtXnWuj169AhGRkYqt/7q4s6dO/Dy8qpX3aqqqlBYWAh3d/d69Z2bmwsHBweYmJjUK5+VlYUmTZrU62elsLAQBgYGsLW1rVffd+7cgaenp9rTtDWpqanBw4cP4eHhUa++8/LyYGdnp3KLvi6epW6MMaYPPsWXMcYYY4wxxlijwKf4MsYYY4wxxhhr9HiCyhhjjDHGGGOsUeAJKmOMMcYYY4yxRoEnqIwxxhhjjDHGGgWeoDLGGGOMMcYYaxR4gsoYY/8QIkJNTU2989XV1c/U/7Pka2trIZfLG6RvInqmfHV1NZ7lxPpnrZtMJmuQvp8135B1q6ur+9fWraampsHqJpPJUFdX1yB9M8bYX0XrBFUQhNWCIOQLgnD5qbZEQRDuCYJw8Y9XTzXZWEEQ0gVBuCUIwpS/cuCMMfZvIwgCBg4ciP79++O7775DQUGBXvns7GwEBgZiwoQJOHr0KGpra/XKz5s3D926dcMXX3yBzMxMvbIymQzh4eEYPnw4fvzxR5SXl+uVT05OxgsvvIDZs2fj/Pnzet3AC4KA1157DS+99BLWrl2L/Px8vfrOy8tDUFAQxo8fj8OHD+tdt08//RRdu3bF4sWLcevWLb2yRIT27dvj9ddfR1JSEsrKyvTKHzlyBKGhoZg1axZSU1P1/pBgxIgR6Nu3L1avXo379+/rlS0oKEBQUBDGjh2LgwcP6v3hytKlS9GlSxd8+umnuHHjhl5ZAOjcuTNee+01bNu2DaWlpXplT58+jZCQEHzwwQf45Zdf9K7bu+++i169emHlypXIy8vTK1tcXIxWrVrhvffew759+/Se9K1YsQKdOnXCwoULcf36db1/VmJiYjB48GBs2bIFJSUlevWdlpaG4OBgTJ8+HWfPnn2mDwkYY6zeiEjjC0AnAKEALj/VlghgopacIYAMAE0BGAP4FUCgtv6ICG3atCHGGPsvOn78OAEgACQIArVv357mzZtHly9fJrlcrjU/dOhQMW9ra0uvvPIKff/991RYWKg1+/DhQ7K0tBTzgYGBNHnyZDp58iTV1dVpzX/55Zdi1sTEhGJjY+mrr76iO3fuaM3K5XIKCQkR8x4eHvTWW2/Rrl27qKKiQms+JSVFoW4RERE0d+5c+u2333Sq24gRI8S8jY0NDRgwgNavX08FBQVas0VFRWRjYyPmW7ZsSZMmTaLjx49TbW2t1vzKlSvFrLGxMXXv3p2WLl1Kt2/f1pqVy+UUHh4u5t3c3GjEiBH0008/UXl5udb8hQsXxCwACg8Ppzlz5tDFixd1qtvo0aPFrJWVFfXr14/WrVtHDx8+1JotLS0lBwcHMd+iRQuaMGECHTlyRKe6fffdd2LWyMiIYmJiaMmSJZSRkaE1K5fLqWPHjmLexcWF3njjDdqxYwc9fvxYa/7q1askCIKYDwsLo9mzZ1NaWppOdZs4caKYtbS0pBdffJHWrFlDDx480JqtqKggV1dXMd+sWTMaN24cHTp0iGpqarTmt27dKmYlEglFR0fT4sWL6ebNm1qzRETdunUT805OTjRs2DDavn07lZaW6pRnjDFdAEglNXNBgXT4ZE4QhCYAdhNRqz9+nQjgMREt0pBpByCRiHr88eupf0yI52nrLywsjFJTU7WOizHGGkJWVhaSkpLqnZ89e7bKlTR7e3sEBAQgKCgITZs2hUQiUXrPjRs3sGLFCqV2QRDg6+uLwMBABAYGwtnZWWXfK1euRHp6ulK7ubk5AgICEBgYCH9/f5iamiq9p6qqCh988IHKFR03Nzexb29vbwiCoPSe/fv3Y//+/UrtEokELVq0QGBgIAICAmBjY6Ny7B999BGKi4uV2u3s7MS6+fn5qaxbZmYmli1bptQuCAKaNGmiUDdVY1+zZg2uXLmi1G5mZqZQNzMzM6X31NbWYtq0aSrr5urqqlA3AwPljU1HjhzBnj17lNolEgmaN28u1s3W1lbpPQAwf/58lav1NjY2CAwMFOtmZGSk9J6cnBx8/vnnSu2CIMDHx0ccu4uLi8q6rV+/Hr/++qtSu6mpKVq2bImgoCD4+/vD3Nxc6T11dXWYPn26ylU8FxcXsW8fHx+VdTtx4gR++uknpXZDQ0M0a9ZMzNvZ2Sm9BwAWLlyIBw8eKLVbW1uL2ebNm6usW35+PhYsWKDy9/X29kZQUBACAwPh6uqqsm6bNm1CWlqaUrupqSn8/f0RGBiIli1bwsLCQuk9crkc06dPV7lTwMnJSey7SZMmKut28eJFbNiwQand2NgYUVFRkEqlkEql8PHxUfnnY4wxXQiCkEZEYSqvPcMEdRiAUgCpACYQUdGfMv0AxBLRm3/8egiAtkQ0Wlt/PEFljDVmycnJiIuLa+hhMMZYg2ndujUSEhLw8ssvIyQkpKGHwxj7l9E0Qa3vIUlfA/ADEAIgD8CnqvpV0aZ2NiwIwkhBEFIFQUh9+PBhPYfFGGOMMcb+Th4eHoiMjERkZCT8/f0bejiMsf8Y5X1QOiAicc+LIAgrAexW8bYcAF5P/doTQK6G33MFgBXA7yuo9RkXY4z9E9q2bYtTp07VKyuTydCrVy+lrapWVlZo164dIiMj0bZtW1hZWanMHz9+HFOnTlVqb9q0KTp06IDIyEgEBATA0NBQZX7cuHE4d+6cQpuxsTHatGkj5p2cnFRmCwoK0KdPH6Wtqs7OzuLNamhoKExMTFTmV65cibVr1yq0CYKAVq1aoUOHDmjfvj18fX1VbnmUy+V48cUX8ecPMC0tLREREYEOHTqgbdu2sLa2Vtl3SkoK/ve//ym1+/r6on379ujQoQOCgoLU1m3SpEk4ffq0QpuRkRHatGkj/tldXFxUZouLiyGVSpUO6nF0dERkZCQ6dOiANm3aqK3b2rVrsXLlSqX2oKAgMd+0aVOVdSMi9OvXT+mAJAsLC0RERCAyMhIRERFqt1VfuHABo0crb3zy9vYW/3tp1aqVym3VADB9+nQcPXpUoU0ikSA0NFSsm5ubm8psWVkZEhISlE6ldXBwELNhYWEqt6MDwMaNG/HVV18ptQcEBIhjb9asmdq6vfrqq8jOzlZoNzc3R9u2bREZGYl27dqp3VZ99epVjBgxQqndy8tL/HfWunVrtXWbPXu20nZ4Q0NDPP/88+LPioeHh8psRUUF4uPjlQ61srOzE/sOCwtTuR0dAHbu3IlPPvlEqT0sLEzc3hsSEqKybowx9pdQ93AqKR541ASKhyS5PfXP4wFsVpGRAMgE4Iv/f0hSkC798SFJjLH/qo0bN9b7sB0ioujoaKXDdrKysnTKpqenk4GBQb0O2yEimjJlSr0P26msrCR3d/d6HbZDRJSUlKTysB1dDo0hIoqLi6vXYTtERJmZmSSRSJQO2ykrK9MpP2vWLIXDdhITE3U+bKe6upp8fHzqddgOEdGePXvEvv38/PQ6bIeIqE+fPvU+bOfu3btkbGxc78N2Pv74Y3HsoaGhNHPmTDp37hzJZDKt2draWmrWrBkBIHNzc+rTpw99++23lJeXp1Pfhw4dEvv29fWlMWPG0IEDB6i6ulqn/MCBAwkAGRoaUlRUFC1atIjS09N1yt6/f5/MzMwIADk4ONDQoUNp27ZtVFJSolP+s88+E8f+3HPP0YwZMyglJUWnuslkMgoMDCQAZGZmRr169aKVK1fSvXv3dOqbMcZ0BQ2HJGldQRUEYROAKACOgiDkAJgFIEoQhJA//gK8DeCtP97rDmAVEfUkojpBEEYD2IffT/RdTUTKJ0wwxtj/EUSEU6dO4bPPPoNUKkWzZs30yl+5cgVeXl744Ycf0L17d7WrrOrs2rULM2bMgFQqRWhoqMoDUtR5/PgxcnJysGrVKsTHx8PV1VWvvvfv349+/fpBKpWiU6dOMDY21jlLRDh27BgWLVoEqVSKFi1a6NX3jRs34OjoiK1bt6JHjx5qV1nV2bVrF6ZMmQKpVIqwsDC96lZZWYnMzEysWLEC8fHxcHd316vvQ4cOISEhAVKpFFFRUWpXWdU5fPgwFixYAKlUCn9/f71WvbKysmBpaYnNmzejR48ealcL1dm1axcmTpyIhIQEhIeHq12dVqW6uhrp6elYvnw5EhIS1K4WqnPs2DHxK5W6dOmidpVVnQMHDmDevHmQSqUIDAzUq245OTkwNDTExo0bERsbq/YQJnV27dqFMWPGQCqVIiIiQq+61dbW4tKlS1i2bBni4+Ph7e2tV98nT55Ex44dsWDBAkRHR6tdZWWMsb+TTock/dP4kCTGGGOMMcYY+2/6Ow5JYowxxhhjjDHG/lI8QWWMMcYYY4wx1ijwBJUxxhhjjDHGWKPAE1TGGGOMMcYYY40CT1AZY4wxxhhjjDUKPEFljDHGGGOMMdYo8ASVMcb+QTt37kR+fn69snfv3sWhQ4dQU1NTr/zRo0dx8+bNemWrq6uxY8cOlJWV1Sv/66+/4ty5c5DL5fXK79q1C/fv369XNjc3FwcOHKh33Y4fP4709PR6ZWtra5GUlISSkpJ65S9fvoyUlJR6123Pnj3Izc2tV/bBgwdITk5GdXV1vfInT57EtWvXUJ+vs5PJZEhKSkJxcXG9+r527RrOnDkDmUxWr/zevXuRk5NTr+yjR4/w888/o6qqql75M2fO4MqVK/Wqm1wuR1JSEoqKiurVd3p6Ok6ePFnvujHG2F+BJ6iMMfYPunz5MlxdXREREYG5c+fit99+0/lG1M3NDW+99RacnJwwYMAAbNiwAY8ePdK577q6OrRo0QItW7bEpEmTcPz4cdTV1emUNTExwebNm+Ho6IgePXpg6dKluH37ts59u7i4oFOnTvDw8MCIESOwc+dOlJeX65y/ceMG3NzcEB4ejjlz5uDixYs6183FxQVjx46Fo6Mj+vfvj3Xr1uHhw4c69w0ALVu2RIsWLTBhwgQcOXIEtbW1OuWMjIzw448/wtHRETExMViyZAkyMzN17tfV1RUxMTFwc3PDG2+8gR07duDx48c652/fvg0PDw+EhYVh9uzZOH/+vM51c3Z2xtSpU+Hg4IAXX3wRa9as0evDFWNjYwQGBqJ58+YYP348Dh06pHPdDA0NkZycDCcnJ0RHR2Px4sW4deuWzn27ubkhLi4Obm5uGDZsGLZv367Xhyv37t2Dl5cXQkNDMWvWLL0+XLG3t8fs2bPh4OCAPn364Ntvv9XrwxUzMzO0atUKfn5+GDNmjF4frhgYGODIkSNwcnJCVFQUPv30U9y4cUPnvt3d3dGnTx+4uLhg6NCh2LZtG0pLS3XOM8bYX4KIGt2rTZs2xBhj/0UlJSVkb29PAMSXt7c3vfvuu5ScnExVVVUa82vXrlXIGhgYUIcOHeiTTz6hq1evklwuV5uVy+UUGRmpkLezs6NBgwbRpk2bqKioSGPfly5dIkEQFPKtWrWiqVOn0unTp6murk5jfvz48QpZU1NT6tmzJ3399dd09+5djdnHjx+Ts7OzQt7Ly4veeecd2rNnD1VWVmrMb9q0SSErCAK1b9+e5s2bR5cvX9ZYNyKi6OhohbytrS0NHDiQvv/+eyosLNSYTU9PJwMDA4V8YGAgvf/++3TixAmtdZs6dapC1sTEhGJjY+mrr76iO3fuaMxWVlaSh4eHQt7d3Z1GjhxJu3btooqKCo35HTt2KNUtIiKC5s6dS7/++qvWuvXs2VMhb21tTS+//DKtX7+eCgoKNGazsrJIIpEo5Fu2bEkTJ06kY8eOUW1trcZ8YmKiQtbY2Ji6d+9OS5cupaysLI3Z6upqatKkiULezc2N3nzzTfrpp5+ovLxcY/7nn39WyAKg8PBw+vDDD+nChQta69a3b1+FrJWVFfXr14/WrVtHDx8+1JjNyckhY2NjhXzz5s3pf//7Hx05coRqamo05ufNm6eQNTIyopiYGFqyZAllZGRozDLGmK4ApJKauaBA9dhC8ncLCwuj1NTUhh4GY4ypdOLECYwYMaLe+YyMDLUrl4IgwMLCApaWlrC0tIShoaHC9erqao0rl0ZGRmLWzMwMgiAoXM/JydG4cmlubi7mjYyMlK7fuHFD7QqcoaGhOHYLCwsYGChu0ikqKtK4AmdiYiL2bWpqqnQ9MzNT7Qrc03WzsLCARCJRuF5bW6tx5dLIyEjMm5ubK9UtNzdX4wqcmZmZOHZjY2Ol65rqZmBgIGZV1a24uBgPHjxQ27e2umVlZaldgRMEQeHf+Z/rJpfLNW4Ll0gkYlZV3fLy8jSuwP2ddSspKdG4cmlsbKzws/Jnt2/fVru9WVvdiEjjyqW2ut2/f1/jtnBtdbt586baFV8DAwOFv2P+XLeqqirc0djbRAAAIABJREFUuXNHbd+BgYGQSqWQSqWIiIhQ+juKMcZ0IQhCGhGFqbzGE1TGGNNPcnIy4uLiGnoYjDHWoAIDA/Hll1+iS5cuDT0Uxti/jKYJqkRVI2OMMfUsLS0RGBhY7/zNmzfVrgQ+vSpkZWWlcgU1IyND7e9tbGwMKysrWFlZwdzcXOl6dna2xmcYLSwsxLyqFVRNh94YGhqKWVUrWo8ePdK4EmhqairmVa0Eaqvb02P/c91qa2s1rgQ+WU17Urc/r2jdvXtX4wrqkxUpKysrlStautRN3YpWUVER8vLy1Pb9pG7qVgJv3bqlcQX1ybhVrQTKZDKNB0QZGRkp/Pf257rdu3dP40qgubm5mK9P3Z4eu6qVZ00HRJmamop5VXXLyMjQuIL69M+pqhXUa9euqe37Sd2erP6qWnnWdNDRk7pZWlrCxMRE6fr169fVrqBqq1tVVZXG3QbBwcFISEiAVCpFeHi4Up4xxp6Zur2/DfniZ1AZY/9VxcXFZGdnp/CMl6+vL40ZM4YOHDhA1dXVGvOrV69WyBoaGlJUVBR9+umnlJ6erjErl8upXbt2CnlHR0caOnQobdu2jUpKSjTmf/vtN6Xn6kJCQmjGjBmUkpJCMplMY37s2LEKWTMzM+rVqxetXLmS7t27pzH7+PFjcnR0VMj7+PjQ6NGjad++fVqf3f3++++Vnt3t1KkTLVy4kK5du6b1mcCoqCiFvL29PQ0ePJg2b96s9dnda9euKT2D2rp1a5o2bRqdOXNGa90mT56s9OxuQkICLV++nHJycjRmKysryc3NTenZ3VGjRtHevXu1Pru7fft2pbpFRkbS/Pnz6cqVK1rrFhsbq/TM86uvvkobN27U+uxuRkaG0jOoQUFBNGXKFDp16pTWZ3dnzpyp9OxuXFwcLVu2jLKzszVmq6urydvbWyHv4eFBb7/9Nu3evVvrs7u7d+9Wena3Xbt29PHHH9OlS5e01q13794KeRsbGxo4cCBt2LCBHj16pDGbnZ2t9AxqQECA+Myztmd3586dq/Tsbo8ePejLL7+k27dva8wyxpiuoOEZ1AafjKp68QSVMfZfNWfOHL1v8p+oqamhpk2b6nWT/7R9+/bpfZP/tH79+ul1k/+03NxcMjU11esm/2kLFizQ+yb/ibq6OvL399frJv9pR48eVbjJP378uNab/KcNGjSo3jf5+fn5ZGFhQW5ubjRixAjauXOn1gN6nvbFF1+QIAjUtm1b+uijj+jixYs6100mk1FwcDBZWVlR//796bvvvtN6QM/Tzpw5QwDI39+fJkyYQEePHtWrbsOHDycjIyPq1q0bffHFF5SZmalztrCwkKytrcnFxYWGDx9OP/74Iz1+/Fjn/DfffEMA6IUXXqAPP/yQzp8/r3Pd5HI5hYWFkaWlJb300ku0du1ays/P17nv8+fPEwBq1qwZjR8/ng4fPqz1YKOnjRo1iiQSCXXt2pU+//xzunXrls7ZJ4e4OTs70+uvv05JSUlUVlamc54xxnSlaYLKz6Ayxtg/aM+ePWjbti0cHR31zubk5CAjI+P/sXfnYVHV7f/A32eGYd8ZdlARURBUEFABUVwQWaa+ZouVaVla+WiWlpllLi1ammaPlmkumfuW5obmvmuQW0juqCioIIiIwDBz//4oz+U0Z5gzY6WPv/t1XVxPfWbe3h9u4/udw/nMPUhKSjI6UijHrl27EBwcjJCQEIuzNTU12Lx5Mzp37gwnJyeL88eOHYNOp0N0dLTRcUY5NmzYgLi4OPj4+FicLSoqwu+//4727dtLHls2Z8+ePfD390doaKjFWa1Wiw0bNqBz585wcXGxOJ+Xl4fq6mrExMRYdZQyOzsbMTEx8PX1tTh77do1HDt2DB06dJA8fmvOvn374O3tjbCwMIuzOp0O69atQ6dOneDq6mpx/vfff8etW7cQGxtrVd82b96MFi1awN/f3+JsaWkpcnNz0bFjR8njt+YcOHAAHh4eaNasmcVZvV6PtWvXIiUlBW5ubhbnT506hRs3bvDRXcbYP46HJDHGGGOMMcYYeyjUd4HKvx5jjDHGGGOMMfZQ4AtUxhhjjDHGGGMPBb5AZYwxxhhjjDH2UOALVMYYY4wxxhhjDwW+QGWMMcYYY4wx9lDgC1TGGGOMMcYYYw8F5ZgxYx70HozMnDlzzIABAx70Nhhj7G83dOhQ5Obmwt3dHT4+PhZ9JmhBQQFef/111NTUICgoCA4ODhbVnj59OlasWAF7e3sEBgZa9DmHNTU1eOmll1BUVARfX1+4u7tbVHvLli2YMGECACA4ONjizyN99913cfDgQbi5ucHX19eivl2+fBkDBgxAVVUVAgMD4ejoaFHtWbNmYfHixbCzs0NQUJBFfdNqtejXrx8uXboEHx8feHh4WFR7165d+Oijj0BECA4OtvjzSD/44APs2bMHrq6u8PPzs6hvxcXFeOWVV1BZWYnAwECLP/923rx5mD9/PmxtbREUFASlUik7q9Pp8PLLL6OgoADe3t7w9PS0qPaBAwfw4YcfQqfTWdW3MWPGYMeOHXBxcbG4byUlJejXrx8qKioQEBAAZ2dni2ovXLgQc+bMgY2NjcV90+v16N+/P86cOQO1Wg0vLy+Lav/6668YMWIEdDodgoKCrPocV8YYk2Ps2LFFY8aMmSn5IBE9dF+xsbHEGGOPoo0bNxIAAkCNGjWiQYMG0aZNm6i6ulpW/oknniAApFAoKDk5mT7//HPKz88nvV5vNltYWEh2dnYEgDw9Pal37960dOlSKi8vl1V7woQJ4t5btGhBI0eOpP3795NOpzOb1Wq11LRpUwJA9vb2lJWVRTNmzKDCwkJZtbdt2ybWbtCgAQ0cOJA2btxId+7ckZV/9tlnxb4lJSXRhAkTKC8vT1bfrl69So6OjgSAPDw86LnnnqNFixbRjRs3ZNX+8ssvxb1HRkbSiBEjaO/evVRXV2c2q9PpKCoqigCQnZ0dpaen09dff00XL16UVXvv3r1i7aCgIHrttddo/fr1VFVVJSv/0ksvEQASBIESEhLo008/pePHj8vqW2lpKbm4uBAAcnNzo169etGCBQuotLRUVu1vvvlG3HtERAQNHz6cdu/eTVqt1mxWr9dT69atCQDZ2tpSWloaTZs2jQoKCmTVzsnJEWsHBARQ//796aeffqLbt2/Lyr/22mti39q2bUsff/wxHTlyRFbfysvLycPDgwCQq6srPfXUUzR//nwqKSmRVXvOnDni3ps1a0bDhg2jHTt2yO5bQkICASCVSkWpqan01Vdf0fnz52XVZowxuQDkkIlrQeGPxx8ucXFxlJOT86C3wRhjkm7cuIG8vDyrskSEXr16oaioyGDdwcEB8fHxSEpKQkJCgsk7lIcPH8aQIUOM1gMDA5GYmIikpCS0bNkSNjY2kvkPPvgAu3btMlhTKpVo1aqVmA8MDJTMVlZW4rHHHkNdXZ3Buru7OxISEpCYmIj4+HiTdygXLVqEGTNmGK03bdpUrB0WFiZ5h5KI0Lt3b1y6dMlg3d7eHnFxcWLfTN1py8vLw+uvv2607u/vj6SkJCQmJqJVq1Ym7+yOGzcOW7ZsMVhTKBRo2bKlmA8ODpbM3rlzB4899hhqamoM1t3c3NCuXTskJSUhPj7e5B3KlStXYurUqUbrTZo0EWs3a9bM5J3dF198EefOnTNYs7OzQ1xcHBITE5GYmGjyTtuZM2fQr18/o3U/Pz8xGx0dbfIO5fjx47Fx40aDNYVCgRYtWoh/5w0aNJDM1tTU4LHHHsOdO3cM1l1cXMT/3tq0aWPyDuXatWsxceJEo/XQ0FAkJCQgKSkJERERJvvWv39/nDx50mDN1tYWsbGx4n9v3t7ektmLFy+id+/eRus+Pj7i9x0dHW3yDuXkyZOxevVqgzVBEBAVFSXmGzZsKHlnV6vV4vHHH0dlZaXBurOzs/jfW5s2beDi4iJZe/v27Rg9erTRemRkJDQaDTQaDdq2bWvRnV3GGPsrQRByiShO8jG+QGWMMctkZ2cjPT39QW+DMcYeCLVajczMTGg0GnTr1s3kxS5jjJlS3wUqD0lijDHGGGOylZSUIDc3F7m5uUZ3mRlj7H5JnwFjjDFmUnh4OKZMmWJ1/pNPPkFJSYnRuoeHB6KiohAZGYnQ0FDJY7oXLlzAl19+abQuCAJCQkLEvI+Pj2TtuXPn4tixY0brjo6OaN68OZo3b47w8HDJAUx1dXXiAJW/8vf3F2s3aNBA8ujhzp07jY4tAoCNjQ2aNm2KyMhIREZGws3NTXLvEyZMwNWrV43W3d3dxWyTJk0kj+leuXJF8rinIAho1KiRmDc1gGnBggXIzc01WndwcEBERAQiIyMREREh2Te9Xo8RI0ZAq9UaPebn5yfWbtiwoeRx071792LFihVG60ql0qBvpo6FT5w4EVeuXDFad3NzE7NhYWGSfSspKcEnn3wi+efe2zdTg4SWLFmCgwcPGq3b29sb9E3qWDgR4b333jM6Gg0Avr6+Yu1GjRpJ9u3QoUNYvHix0bpSqURYWBgiIyPRvHlzk8fCp0yZgosXLxqtu7q6GvRN6njzzZs3YWoIZcOGDcW8v7+/ZN9WrlyJPXv2GK3b2dkZ9E3qWDgR4f333zc6Gg38ccT43r5JHdPNz8/HzJnGc0tUKhU6deqErKwsZGVlISQkRPL7Y4yx+2bqzakP8ouHJDHGHlWHDx8WB5gIgkCJiYk0fvx42YNnBg0aJObvDp5ZuHChrMEzFRUV5OXlJeabN28uDp6RM7Bn/vz5YtbW1pa6d+9O06dPlzV4Rq/XU3JyssHgmQEDBtDatWtlDZ7Jy8sjQRCMBs8cPXpUVt+GDRsm1nZ1daWnn36afvjhB7p+/brZbFVVFfn5+RkMnnn77bdp586dsgbPLFu2TMyqVCrq1q0bffXVV3Tu3DmzWSKi1NRUMe/n50evvPIKrVmzhiorK81mT58+TUqlUszHx8fTuHHj6PDhw7L69v7774tZFxcXevLJJ2nevHl07do1s9nq6moKCgoS82FhYTR06FDavn071dbWms2vWbNGzNrY2FCXLl3oyy+/pDNnzpjNEhFlZWWJeR8fH+rXrx+tWrWKbt26ZTZbUFBAKpVKzMfGxtKYMWMoNzdXVt/GjRsnZp2cnOiJJ56gOXPmUHFxsdlsbW0thYSEiPnQ0FB68803aevWrVRTU2M2n52dbdC3Tp060eTJk+n06dNms0REPXv2FPNqtZr69u1LK1asoIqKCll5xhiTAzwkiTHGHg59+/bF7du3odFokJGRYXLIipTLly8jPT0dqamp0Gg0SEpKsujjWr744gts3LgRGo0GWVlZCA0NlZ2tq6tD586dERYWhqysLKSmplr08Rnbt2/HO++8Iw5ZiYmJseijO/r374/S0lKxb76+vrKzV69eRWpqKjp37gyNRoPk5GSLPnZk2rRpWLVqldi3sLAw2Vm9Xo+uXbuiQYMGVr1fb9++fRg0aBCysrKg0WgQGxtr0cfcDBo0CIWFhdBoNMjMzISfn5/sbGlpKTp37oyOHTtCo9GgY8eOFvVt1qxZWLhwodi3Zs2ayc4SEbp37w5fX1+xb6burEvJycnBK6+8IvYtPj7eor4NHToUZ86cEfsWEBAgO3vz5k2kpKQgKSkJGo0GKSkpFn1cy/fff4/Zs2eLew8PD5f9s0JEyMrKgoeHBzQaDdLS0iz6SKhjx47hhRdeEN9f2qZNGx6GxBj7R9zXkCRBEOYAyAJwjYii/lybCEADoBbAWQAvEVG5RLYAwC0AOgB1pjbxV3yByhh7VGm1Wos/A/TvyN5vvq6uDgqFwqIX+X9XbQCora21+LMs761tY2Nj0QXxX/PW7v3ucWhrX+Q/yL9z7tv/Xt/0ej30er3JKd7m3M/PGWOMWeJ+hyTNA9D9L2s/A4giopYATgF4r558JyKKlntxyhhjj7L7edF8P9n7zdvY2Fh9cXq/tQHc14tmlUpl9cXC3by1lErlfd2BepB/59w367MPqm8KhcLqi1Pg/n7OGGPs72L21QYR7QJw4y9rm4no7gfhHQAQ9A/sjTHGGGOMMcbY/0f+jo+Z6Qdgo4nHCMBmQRByBUEY8DfUYowxxhhjjDH2iLqvj5kRBOF9AHUAFpp4ShIRXREEwQfAz4Ig/P7nHVmpP2sAgAEA0KBBg/vZFmOMMcYYY4yx/0FW30EVBKEv/hie9DyZmLRERFf+/N9rAH4E0MbUn0dEM4kojojiLJlqyRhjjDHGGGPs0WDVBaogCN0BvAvgMSKqMvEcJ0EQXO7+M4BuAH6zdqOMMcYYY4wxxh5tZi9QBUFYDGA/gGaCIBQKgvAygGkAXPDHsd0jgiDM+PO5AYIgbPgz6gtgjyAIRwEcArCeiLL/ke+CMcb+R5w5cwbWfv50aWkpysrKrK597tw58eM7LFVTU4OLFy9aXfvy5cu4c+eO1fn76duNGzdQWlpqde3z58+jrq7O/BMlaLVaXLhwweraV65cQVWV5O+BZbmfvpWXl+P69etW1y4oKIBWq7Uqq9PpcP78eatrFxUV4fbt21bnz549a3Xfbt68iWvXrlld+8KFC1b3Ta/X49y5c1bXLi4uxq1bt6zOM8bY30HOFN9nicifiFREFEREs4moCREF//nxMdFE9Nqfz71CRBl//vM5Imr151ckEX3yT38zjDH2sJsyZQpCQ0Pxxhtv4Oeff0Ztba3srEqlQnh4OFJSUvDFF1/g1KlTFtXevXs3fH190adPHyxfvhwVFRWys7a2tnjuuecQHR2NUaNG4eDBg9Dr9bLzZWVl8Pb2xmOPPYZZs2ahqKjIor1//fXXCAkJwaBBg7Bp0ybU1NTIztrZ2aFFixbo0KEDJk6ciPz8fIsuPg4ePAhfX1/07t0bS5cuxc2bN2VnVSoV+vXrh5YtW2LkyJHYv3+/Rb8kqKyshK+vL7KysvDtt9/i8uXLsrMAMHv2bDRs2BADBw7Exo0bUV1dLTtrb2+P2NhYJCUlYcKECcjLy7Oob4cPH4aPjw+ee+45LF682KJfriiVSgwaNAiRkZEYMWIE9u7da1Hfampq4O/vj4yMDHz99de4dOmS7CwALFiwAMHBwXjttdewfv16i3654uDggISEBCQkJODTTz/F8ePHLerbiRMn4O3tjV69emHBggUW/XJFoVDg7bffRkREBIYPH47du3db9MsVnU6HoKAgpKWlYdq0aff1yxXGGLMaET10X7GxscQYY4+iixcvkq2tLeGPKefk4uJCTz75JH3//fd0/fp1s/lPPvlEzAKgsLAwGjp0KG3fvp1qa2vrzWq1WgoNDRWzKpWKunbtSlOnTqWzZ8+arf3zzz8b1Pb19aV+/frRjz/+SJWVlWbzTz/9tEE+Li6OxowZQ7m5uaTX6+vNFhUVkb29vZh1dnamJ554gubOnUtXr141W3vSpEkGtUNDQ+nNN9+krVu3mu1bXV0dRUREiFkbGxvq3LkzTZ48mU6fPm229s6dOw1qe3t704svvkgrV66kiooKs/kXXnjBIB8TE0Mffvgh/fLLL6TT6erNXr9+nZycnMSsk5MT/d///R/Nnj2bioqKzNb+73//a1A7JCSE3njjDfr555+ppqam3qxOp6NWrVqJWaVSSR07dqRJkybRyZMnzdY+ePCgQW21Wk19+vShZcuW0c2bN83m+/fvb5Bv1aoVffDBB3Tw4EGzfSsrKyM3Nzcx6+DgQBqNhmbOnElXrlwxW3vWrFkGtRs2bEiDBg2i7Oxsqq6urjer1+upTZs2YlahUFBycjJ9/vnnlJ+fb/Zn5fDhwwa1PT096fnnn6clS5ZQeXm52b0PGjTIIN+iRQsaOXIk7d+/n+rq6szmGWNMDgA5ZOJaUCArj7D8k+Li4ignJ+dBb4MxxiQdO3YMkyZNsjq/evVqk8fovL29ERQUhKCgILi7uxs9XlZWhnXr1klmVSoVAgMDERQUhMDAQNja2ho9Z+fOnSaP6rq5uYm1vb29IQiCweNEhEWLFkneOVUoFPDz8xPzTk5ORs/Jz8+Hqf/b7uDgIGb9/f2hVCqNnrNmzRqTd33VarWY9/DwMHq8oqICa9askcyqVCoEBASIfbOzszN6zu7du1FQUCCZd3V1RVBQEIKDg6FWq6FQGB9OWrRokeQdQIVCAV9fXzEv1bdTp07h4MGDkrUdHBwQGBiI4OBg+Pn5wcbGeDj/unXrTN699PLyEmtL9e3OnTtYsWKFZNbGxkbsW1BQkGTf9u3bh7Nnz0rmXVxcEBwcjMDAQPj4+Ej2bcmSJZLHXQVBgK+vL4KDgxEUFARnZ2ej55w7dw579+6VrG1vby/2zd/fX7JvGzZsMHn38m7fgoKC4OnpafR4bW0tli5dKpm9t2+BgYGwt7c3es7BgwdNnpBwcXERa5vq27JlyyRPGdzt2928i4uL0XOuXbuGTZs2Sdb29vZGZmYmNBoNunXrJtl3xhiTQxCEXCKKk3yML1AZY8wy2dnZSE9Pf9DbYIyxB8bW1hadOnXCiBEjkJKS8qC3wxj7H1PfBep9fQ4qY4wxxhj7/4dKpULHjh2h0WiQlZWFxo0bP+gtMcYeMXyByhhjFuratSsqKyutymq1WrRs2dJoaEt8fDwyMjKQnp6OyMhIo+O1d23atAk9e/Y0WHN1dUVqaiq6d++Obt26wcvLy2T9Z555BuvXrzdYa9q0KdLT05GRkYG2bdtKHncE/piM2rx5c4MjlyqVCsnJyeLeGzZsaLL2xIkTMXbsWIM1X19fpKenIz09HZ06dYKjo6NkVqfTITo62miya2xsLDIyMpCRkYGoqCiTfduxYweysrIM1pydndG1a1dkZGSgW7duUKvVJvfep08frFq1ymCtSZMmyMjIQPfu3ZGQkACVSiWZvX79OsLDww2OXNrY2CA5OVn83kNCQkzW/uqrrzBy5EiDNR8fH6SlpSEjIwOdOnUyedRSr9cjPj4eJ0+eNFiPiYkR+9ayZUuTfdu3bx+6detmsObk5IQuXbqIffPx8TG59/79+2Px4sUGayEhIeJ/L0lJSSb7VlZWhvDwcINpvEqlEu3btxf7FhoaarL2t99+i2HDhhmsqdVqsW+dO3eWPOIK/HGcPTExEcePHzdYb9Wqlbj36OhoyeO1wB8DopKTkw3WHBwcxL6lpaXB19fX5N4HDx6MuXPnGqw1bNhQrN2+fXvJI/zAH8fZw8PDDY7DKxQKJCUliX0LCwszWXv+/PkYOHCgwZparUZGRoZ4tNfV1dVknjHG7pupN6c+yC8eksQYe1TNmTPHqiE/RH8MT0lISLB4yM9dx44dMxjyM2XKFFlDfu4aMmSIVUN+iIgqKytJrVYTAGrdujWNHj1a1pCfuxYuXEgAyNHR0aIhP3elpKRYPOTnrvz8fFIoFKRUKiklJUX2kJ+7hg8fTgDIy8uL+vTpQ8uXL5c15IeIqKqqivz9/S0e8nPXihUrxCE/jz32GM2cOZMuX74se+9paWkGQ342bdpkdsjPXWfPniWlUmnxkJ+7PvzwQ3HIT+/evWnJkiVUVlYmK1tTU0MNGjQwGvIjt2/r1q0jAGRvb09ZWVk0Y8YMKiwslJUlInr88ccJAAUHB9PAgQNp48aNdOfOHVnZu4PUFAoFJSUl0YQJEygvL0923+4OUvPw8KDnnnuOFi1aRDdu3JCVvXeQWmRkJI0YMYL27t3Lw5EYY3871DMkie+gMsbYv6i8vBzZ2dlISUmRHCpTnwsXLqBHjx6YM2cOmjVrZvKulyl5eXlYsmQJ0tLSJAcw1aempgZqtRr79+9HfHy85BCj+hw+fBgff/wxsrKyEBgYaFEW+OMzYDds2IBOnTpJDpWpT2FhIbp3747p06cjIiLC4r799ttvWLBgAbp37y45SKg+Wq0WLi4u2LNnD9q1a2dx344ePYpRo0YhKysLwcHBFmUB4OrVq1i3bh06d+4MBwcHi7LFxcXiR/PUd3falGPHjuH7779Henq65CCh+uh0OtjZ2WHXrl1ISEgweVfflOPHj2P48OHIysqq966+KYWFhfjpp5/QpUsXk3f1TSkpKUF8fDzGjh1b791pU44ePYrvvvsO6enp9d7Vl6LX6yEIAnbs2IGkpCSL+5aXl4c33ngDGo2m3rv6jDH2T+IhSYwxxhhjjDHG/jX1DUmSfvMEY4wxxhhjjDH2L+MLVMYYY4wxxhhjDwW+QGWMMcYYY4wx9lDgC1TGGGOMMcYYYw8FvkBljDHGGGOMMfZQ4AtUxhhjjDHGGGMPBb5AZYyxf9FXX32FrVu3ora21uJsQUEBJk+ejNOnT1tVe9myZVixYgVu3bplcbampgaffvopfvnlF+j1eovze/fuxXfffYfi4mKLswAwbdo0bN68GTU1NRZnCwsLMWnSJJw8edKq2itXrsSyZctw8+ZNi7NarRbjx4/HgQMHrOrbwYMHMXPmTFy5csXiLAB88803yM7OtqpvxcXF+Oyzz3DixAlY85F0a9aswZIlS1BeXm5xVqfTYcKECdi3bx90Op3F+dzcXMyYMQOFhYUWZwFg1qxZ2LBhA6qrqy3OlpSUYMKECfjtt9+s6tu6deuwaNEilJWVWZzV6/X47LPPsGfPHqv6dvToUUyfPh0XL160OMsYY38bInrovmJjY4kxxh5F3333HQEgV1dXeuqpp2j+/PlUUlIiK6vX66lt27YEgJo1a0Zvv/027dy5k7Raraz8kSNHCACpVCpKTU2lr776is6fPy9774MHDyYA5OfnR6+88gqtXr2aKisrZWVv3bpFXl5eBIDi4+Np3LhxdPjwYdLr9bLyP/zwAwEgFxcX6tmzJ82bN4+uXbsmK6vX66lDhw4EgMLCwuitt96ibdu2UW1traz8iRMnSBAEsrGxoS5dutCXX35JZ86ckZUlInr77bcJAPn4+NBLL73C3sXPAAAgAElEQVREq1atolu3bsnKVlVVkZ+fHwGg2NhYGj16NOXk5Mju27JlywgAOTk5UY8ePWjOnDl09epV2XtPTU0lANS4cWMaMmQIbdmyhWpqamRlz5w5Q0qlkmxsbKhTp040efJkOnXqlOza77//PgEgb29v6tu3L61YsYIqKipkZaurqyk4OJgAUExMDI0aNYoOHTpEOp1OVv6nn34iAOTo6EiPP/44fffdd1RUVCR77xqNhgBQSEgIDR48mDZv3iy7bxcuXCCVSkVKpZI6duxIEydOpN9//1127Y8++ogAkJeXF73wwgu0bNkyunnzpqxsbW0tNW7cmABQy5Yt6f3336cDBw7I7htjjMkFIIdMXAsKZMVv9/5pcXFxlJOT86C3wRhjkvR6PbRarVVZrVaL5s2b49KlS+KaIAhISEhAZmYmMjMz0axZMwiCIJnfuHEjevToYbDm7u6OtLQ0ZGZmolu3bnB3dzdZ/8knn8S6desM1po3b47MzExkZGSgTZs2UCqVktnLly8jPDzc4Hu3s7NDSkqKmA8KCjJZe8KECRgzZozBWmBgIDIyMpCZmYmUlBTY29tLZuvq6tCyZUucO3fOYL1du3Zi7ebNm5vs27Zt25CRkWGw5ubmhm7duol98/T0NLn3559/HitXrjRYa9asmfh31q5dO5N9u3btGsLCwgzuYqpUKnTq1Anp6enIzMxEgwYNTNaeMmUK3nvvPYM1f39/sW+dOnWCg4ODZFav16N169b4/fffDdbj4+PFvUdFRZns2969e9GlSxeDNRcXF7FvaWlp8PLyMrn3l156CYsXLzZYCwsLE2snJCTAxsZGMnvjxg00adIEVVVV4ppKpULHjh3FvjVq1Mhk7W+++QZvvfWWwZqvr69B35ycnCSzRIR27drh6NGjBuuxsbHi3lu2bGmyb7m5uUhKSjJYc3Z2RmpqKjIyMtC9e3d4e3ub3Pvrr7+OuXPnGqyFhoaKtRMTE6FSqSSzFRUVaNKkCSoqKsQ1GxsbJCcniz8rjRs3Nll73rx5eO211wzWfH19kZmZCY1Gg65du8LZ2dlknjHG5BAEIZeI4iQf4wtUxhizTHZ2NtLT0x/0Nhhj7F9nZ2eHTp06QaPRICsrq95frjDGmCn1XaDye1AZY4wxxpgsNTU1yM7OxpAhQ/Dyyy9jx44dD3pLjLFHjPS5GsYYYyb5+/ujV69eVufXrVuHyspKyce8vLwQEBCAwMBAyaO65eXlyM7Olsza2NjA398fgYGB8Pf3h52dndFz9uzZY3JwjIuLi1jb29vb6PgiEWH58uWSw34EQYCPjw8CAwMREBAgeQTw1KlT+PXXXyVr29nZITAwEIGBgfD19ZU89rl+/XqTA548PT3F2h4eHkaP37p1C+vXr5fM2tjYwM/PT+yb1DHjffv2mRwc4+zsLNb29vaGQmH8u9/ly5dLDq2527e7fZfq25kzZ2DqVJGdnZ2Y9fPzk+xbdna2yUFFHh4e4t6ljjhXV1dj9erVklmlUgl/f38EBAQgICBAsm8HDx7E+fPnJfNOTk7i37mpvq1YsQJ1dXVG64IgwNvbW/zeXVxcjJ5TUFCAAwcOSNa2tbU16JvUcdnNmzfjxo0bknl3d3dx7x4eHkY/K1qt1uhI+F1KpRJ+fn5i36SOZ+fk5ODMmTOSeScnJ4OfU6mj5atWrZIcxCYIAtRqtfh37urqavSc69evY+vWrZK1vby8kJGRgaysLKSlpcHNzU3yeYwxdl9MvTn1QX7xkCTG2KOqsLCQbG1tCYDB8JrZs2dTcXGx2fz48ePFLCwcXqPVaiksLEzMKpVKSklJoS+++ELW8JqtW7ca1Far1dS3b19avny5rCEsvXr1MshHR0fLHl5TXFxMDg4OYvbu8JpZs2bRlStXzNaePHmyQe1GjRrR4MGDadOmTVRdXV1vVqfTUfPmzQ361qFDB3F4jbmBRbt37zao7enpSb1796alS5dSeXm52b337dvXIH93eM3+/fvN9q2kpIScnZ3FrL29PWVlZdG3335LhYWFZmtPnz7doHZwcDANHDiQNm7cSHfu3Kk3q9frKTo6WswqFApq3749ffbZZ5SXl2e2b4cOHTKo7eHhQc899xwtXryYysrKzO791VdfNchHRUXRe++9R3v37qW6urp6s+Xl5eTu7i5m7ezsKCMjg7755hu6dOmS2dqzZ882qB0UFESvvfYarV+/nqqqqurN6vV6ateunZgVBIESExNp/PjxdPz4cbN9O3r0qEFtNzc36tWrFy1cuJBKS0vN7v2NN94wyDdv3pyGDx9Ou3fvNts3xhiTC/UMSXrgF6NSX3yByhh7VA0aNMiiF/n3qqioIB8fH4te5N9r/vz5Fr/Iv0uv11NycjJFRUXRiBEjZL3Iv1deXh45OjqKL/IvXrwoO0tENGzYMIte5N/r9u3bFBAQQImJifTpp5/KepF/r6VLl1r8Iv9eXbt2pYiICKte5J8+fZocHR2pe/fuNG3aNCooKLCo9siRIykgIIAGDBhAa9eupdu3b8vO3p2E27ZtW/r444/p6NGjFvVt9erV5OrqSk8//TTNnz+frl+/btHeMzMzrZpWTURUUFBATk5O4rTqc+fOWVR73LhxVk2rJvpjEm5oaKhV06qJiLKzs8nZ2dniadV39ezZk8LCwmjo0KG0fft22dOqiYguX75MLi4uVk2rZowxS9R3gcpDkhhj7F908uRJNG3a1OT0z/qUlJQAANRqtVW1z5w5g0aNGpmcmlqfmpoaXLlyBSEhIVbVvnTpEjw9PU1OTTXnfvp248YN6HS6eqem1ufs2bNo0KCByamp9dFqtbh48SJCQ0Otql1YWAh3d3erp6aeOnUKYWFhVvWtrKwMtbW18PX1tar2uXPnEBQUBFtbW4uzOp0O586dQ1hYmFW1r1y5AmdnZ8kjrHKcOnUKTZo0kTx2bM7NmzdRVVUFf39/q2qfP38eAQEBkkf0zdHr9Th79qzVfSsqKoKjoyMf3WWM/eN4ii9jjDHGGGOMsYcCT/FljDHGGGOMMfbQ4wtUxhhjjDHGGGMPBb5AZYwxxhhjjDH2UOALVMYYY4wxxhhjDwW+QGWMMcYYY4wx9lDgC1TGGPsX1dXVPZDs/eZ1Oh30ev0DqX2/ee6b9dn7mfR/P7X1ej10Ot0DqX2/+f+f+8YYY38HWReogiDMEQThmiAIv92z5ikIws+CIJz+8389TGT7/vmc04Ig9P27Ns4YY/+LXnnlFfTq1QsLFixAaWmpRdmioiJER0dj+PDh2L17t8UvJqdOnYq0tDRMmzYNFy5csChLROjUqRMGDBiAtWvXoqqqyqL8zp070bZtW3z88cc4evSoxS/gBw4ciKeffhrz588XPw9WrpKSEsTExODtt9/Gzp07Le7bN998g9TUVHz11Vc4f/68RVkASE1NxSuvvILVq1fj9u3bFmUPHDiA+Ph4jBs3DocPH7a4b0OGDEHPnj0xb948XL9+3aJseXk5Wrdujbfeegvbtm2DVqu1KD979mx06dIFX375Jc6ePWtRFgAyMjLw0ksvYdWqVaisrLQoe/jwYcTGxmLMmDHIycmx+JcEw4cPR48ePTBnzhxcvXrVomxlZSXi4uIwZMgQbNmyBbW1tRblFyxYgE6dOmHy5Mk4deqURVlBEPD444+jb9++WLFiBSoqKizK5+XloXXr1hg1ahQOHTp0X79cYYwxqxGR2S8AHQC0BvDbPWufAxjx5z+PAPCZRM4TwLk//9fjz3/2MFcvNjaWGGPsUfTrr78SAAJACoWCkpOT6fPPP6f8/HzS6/Vm8wMHDhTznp6e9Pzzz9OSJUuovLzcbPbmzZvk6ekp5lu0aEEjR46k/fv3U11dndn8vHnzxKy9vT1lZmbSjBkzqLCw0GxWr9dTUlKSmA8ODqaBAwfShg0b6M6dO2bzx48fJ0EQxL4lJSXRhAkTKC8vT1bf3nrrLbG2u7s7Pfvss7Ro0SK6ceOG2WxlZSX5+PiI+cjISBoxYgTt2bNHVt8WL14sZu3s7Cg9PZ2+/vprunjxotksEVHnzp3FfGBgIL366qu0bt06qqqqMps9efIkKRQKAkCCIFBCQgJ9+umndPz4cVl9GzFihFjbzc2NnnnmGVqwYAGVlpaazd65c4cCAgLEfHh4OL3zzju0a9cu0mq1ZvOrVq0Ss7a2tpSWlkbTpk2jgoICs1kiooyMDDHv7+9P/fv3p59++olu375tNnv+/HmysbER+9a2bVv66KOP6MiRI7L6NmbMGLG2q6srPfXUUzR//ny6fv262WxNTQ01atRIzDdt2pSGDRtGO3bskNW3DRs2iFmVSkWpqak0depUOnfunNksEVGPHj3EvJ+fH7388su0evVqqqyslJVnjDE5AOSQiWtBgWT+NlYQhEYA1hFR1J//fhJAChEVCYLgD2AHETX7S+bZP5/z6p///u2fz1tcX624uDjKycmRtS/GGPu3XbhwAWvXrrU6P3bsWMm7gGq1GlFRUWjRogVCQ0OhVCqNnlNQUIAvvvjCaF2hUKBJkyaIiopCVFQUvL29JWvPnj0bR44cMVp3dnZGZGQkoqKiEBERATs7O6Pn1NXV4e2335Y8QhgUFIQWLVogKioKwcHBEATB6Dnbt2/HqlWrjNZtbW0RHh6OqKgoREZGwtXVVXLvH3/8seTdLC8vL/H7btKkCWxsbIyec/nyZUyYMMFoXRAEhIaGinv38fGRrP39999D6v8vOTk5GfTN3t7e6Dk6nQ7vvPOO5B3IwMBA8e+8QYMGkn3bvXs3li1bZrSuUqkM+ubm5ia59wkTJuDy5ctG656enmLfwsLCJPt2/fp1jBs3zmhdEAQ0btxY3LuPj4/k3hcuXIgDBw4YrTs6Ohr0zcHBweg5er0ew4cPR01NjdFj/v7+4t9Zo0aNJGsfOHAACxcuNFq3sbFBs2bNxO/d3d3d6DkAMGnSJMmTBh4eHgZ9U6lURs8pLy/HqFGjjNYFQUBISIiY9/Pzk9z7smXLsHv3bqN1BwcHNG/eHFFRUWjevDkcHR2NnkNEGDFihOQpBz8/P4O+KRTGB+ny8vIwY8YMo3U7Ozt07twZGo0GWVlZCA4ONnoOY4zJJQhCLhHFST52Hxeo5UTkfs/jZUTk8ZfM2wDsiejjP/99FIA7RDSpvlp8gcoYe5hlZ2cjPT39QW+DMcYemOjoaGg0GvTo0QMxMTEPejuMsf8x9V2g/tNDkox/LfjHsRHjJwrCAEEQcgRByLH0fTKMMcYYY+zf4eHhgcjISERGRiIkJORBb4cx9ogxPs8j31VBEPzvOeJ7TeI5hQBS7vn3IAA7pP4wIpoJYCbwxx3U+9gXY4z9o+Lj47F161arskSE3r17o7i42GDdzs4OsbGxSEhIQLt27eDp6SmZP3r0KIYOHWq07uvri4SEBCQkJKBVq1aSxw4BYMyYMUZHBxUKBaKiosS8qaN7t2/fxhNPPGE0ZMjV1RVt2rRBYmIiYmNj4ezsLJlfunQpZs6cabTeuHFjsXazZs0kjx0CwIsvvohLly4ZrNna2op9a9u2LdRqtWQ2Pz8fgwYNMlr38fEx6Jutra1k/pNPPsG2bdsM1gRBQFRUFNq1a4eEhASTR3Tv3LmDJ554wmhYjrOzM9q2bYuEhATEx8eb7NuPP/6IadOmGa03atRI3Ht4eLjkkXDgj8Fcfx3upFKp0Lp1a3Hvpo6Enz17FgMGDDBaV6vVYu2YmBiTfZs4cSKys7ON1iMjI8V8w4YNJftWW1uLHj16oLq62mDdyckJbdq0Eftm6kj4+vXrMXnyZKP1hg0birUjIiJM9u311183GlKkUqkQExODdu3aoV27dvD19ZXMXrp0CS+++KLRulqtFnseExMjeZQeAL788kvJtxFERESIew8JCZHsW11dHXr27Gk0WMrJyQnx8fFo164d2rRpY/JI+M6dOyWPdYeHh0Oj0UCj0SAhIUHySDhjjP0tTL059a9fABrBcEjSRBgOSfpcIuMJ4Dz+GJDk8ec/e5qrxUOSGGOPqk2bNokDSIKCguj111+XPSiIiOjJJ58UB7ckJibS+PHj6bfffpM1uOXKlStkb29vMCho4cKFsgbeEBF9/vnn4t6bN29O7777ruxBQXV1ddSsWTODQUHTp0+nCxcuyKq9fft2qwcFERE9//zzYt/atWtHn3zyCR07dkxW365du0aOjo7iwJunn36afvjhByopKZFVe+rUqUaDgnbu3Clr4I1Op6MWLVqIg4K6detG//3vf+n8+fOyau/bt89g4M0rr7xCa9askT3w5uWXXxbzbdq0oY8++ogOHz4sq283btwgV1dXAkAuLi705JNP0vfffy9rUBAR0bfffms0KGj79u1UW1trNqvX6+nPX3aTSqWirl270tSpU+ns2bOyat87zMzX15f69etHP/74I926dUtW/t5hZnFxcTR27FjKzc2V1bd7h5k5OzvTE088QXPnzqWrV6/Kqn3vMLPQ0FB68803aevWrbL7dneYmY2NDXXu3JmmTJlCp0+fllWbMcbkwv0OSRIEYTH+uBOqBnAVwGgAqwEsA9AAwEUATxHRDUEQ4gC8RkSv/JntB2Dkn3/UJ0Q011w9fg8qY+xR9eabb8LLywsajQatWrWSvANiSkFBAd59911kZmYiIyPD5N1CU6ZPn45z585Bo9EgKSnJ5F1WKTU1NejXrx/atm2LrKwsNG7c2KLaW7ZsweLFi6HRaNC1a1eTdwtNeeedd+Ds7AyNRoOYmBiL+lZYWIihQ4ciIyMDGRkZJgchmTJz5kzk5+dDo9EgOTnZor5ptVr069cPrVu3hkajQZMmTSyqvWvXLsydOxcajQapqalwcXGxKD9y5EioVCpoNBq0bt3a5N1pKcXFxRg8eDC6d++OzMxM+Pn5WVR77ty5OHLkCDQaDTp06GDyLqsUnU6Hl19+GS1atIBGo0HTpk0tqn3gwAF88803yMrKQlpamsm7rKaMHj0aer0eGo0GcXFxFvWtpKQEr7/+Orp164bMzEwEBARYVHvBggU4ePAgNBoNOnbsaPIuqxS9Xo/+/fuLdzubNWtm0c9Kbm4upkyZAo1Gg7S0NJMDpBhj7H79LUOS/k18gcoYY4wxxhhjj6YHOSSJMcYYY4wxxhiThS9QGWOMMcYYY4w9FPgClTHGGGOMMcbYQ4EvUBljjDHGGGOMPRT4ApUxxhhjjDHG2EOBL1AZY4wxxhhjjD0U+AKVMcb+RRs3bsSNGzesyhYWFmLPnj3Q6XRW5Xfv3o2LFy9ala2pqcH69etx584dq/LHjx/HsWPHYO1Hm2VnZ6O0tNSqbFFREXbt2oW6ujqr8nv37kVBQYFVWa1Wi3Xr1uH27dtW5U+cOIEjR45Y3bfNmzfj+vXrVmWvXbuG7du3Q6vVWpU/cOAAzp07Z1VWp9Nh3bp1qKystCp/8uRJ/Prrr1b3bcuWLbh27ZpV2dLSUmzdutXqvh06dAhnzpyxKqvX67Fu3TrcunXLqvzp06fxyy+/QK/XW5VnjLG/A1+gMsbYv+iXX36Bj48POnbsiEmTJuHkyZOys76+vnjhhRfg6+uLPn36YPny5aioqJCdv337Nho2bIhWrVrhgw8+wMGDB2W/ELWzs8OcOXPg5eUFjUaDmTNn4sqVK7Jre3p6ok2bNmjUqBEGDRqETZs2oaamRnb+6NGj8PHxQXJyMj7//HPk5+fLvvjw9vZG//794ePjg969e2PJkiUoLy+XXbu2thYhISFo0aIFRo4cif3798v+JYFKpcKiRYugVquRmZmJGTNmoLCwUHZttVqNxMRENGzYEAMHDsSGDRtQXV0tO3/ixAn4+voiKSkJEyZMQF5enuy+qdVqvPHGG/Dx8cGzzz6LRYsWoaysTHZtvV6P0NBQREZGYsSIERb9ckWpVGLlypVQq9VIT0/H119/bdEvV7y9vZGSkoKgoCC8+uqrWLdunUW/XDlz5gz8/PyQkJCATz/9FMePH5fdN09PTwwfPhxqtRrPPPMMFixYYNEvV5RKJcLCwhAREYF33nnHol+uKBQKrF+/Hmq1GmlpaZg2bRouXLggu7aPjw/S0tIQFBSE/v3746effkJVVZXsPGOM/S2I6KH7io2NJcYYexSVlZWRu7s7ARC/wsLCaOjQobR9+3aqra2tN//dd98ZZFUqFXXp0oW+/PJLOnv2bL1ZvV5Pbdu2Ncj7+vpSv3796Mcff6Rbt27Vmz9y5IhBFgDFxsbSmDFjKDc3l/R6fb35wYMHG2SdnZ3piSeeoDlz5tDVq1frzd66dYu8vLwM8qGhofTmm2/S1q1bzfbthx9+MMja2NhQp06daPLkyXT69Ol6s3q9njp06GCQ9/b2pr59+9KKFSuooqKi3vyJEydIEASDfExMDH344Yd06NAh0ul09ebffvttg6yjoyM9/vjj9N1331FRUVG92aqqKvLz8zPIh4SE0ODBg2nz5s1UU1NTb37ZsmUGWaVSSR07dqRJkybRyZMn680SEaWmphrkvby86IUXXqBly5bRzZs3682ePn2alEqlQb5Vq1b0wQcf0IEDB8z27YMPPjDIOjg4kEajoZkzZ9KVK1fqzVZXV1NwcLBBvmHDhvSf//yHsrOzqbq6ut78Tz/9ZJBVKBSUnJxMn3/+OZ04ccLsz4pGozHIe3p60vPPP09Lliyh8vLyerMXLlwglUplkG/RogW99957tG/fPqqrq6s3/9FHHxlk7e3tKTMzk2bMmEGFhYX1ZhljTC4AOWTiWlAgK4+//JPi4uIoJyfnQW+DMcYk7d27FwMHDrQ6n5+fb/L4n0KhgKurK1xdXeHi4gKlUmnweHV1NU6dOmXyz7azsxPzTk5ORo8XFBSYvOsqCAKcnZ3FvEqlMnpOfXeSbGxsDPYuCILB4yUlJfXedXV0dBTz9vb2Ro///vvvqK2tlcwqFAq4uLiI+b/2TavVIj8/32Tte/vm6OhotPcLFy7g5s2bkllBEODk5CTmbW1tjZ4jt2/Ozs5QKAwPN5WWluLy5csm9+7g4CDmHRwcjB4/efKkybvV5vqm0+mQl5dnsratra3Bf29/7dvFixfrvVt9739vUn377bffTN7lt7GxgYuLC9zc3CT7VlZWhkuXLpmsba5vp06dMnm3+t6+ubi4wMbGxuBxIsLx48dN1jbXt8LCwnrfCuDs7Cx+75b2TalUGvyc/rVvd+7cwenTp03WjomJgUajgUajQevWrY3yjDEmhyAIuUQUJ/kYX6AyxphlsrOzkZ6e/qC3wRhjD1RkZCSmTZuGlJSUB70Vxtj/mPouUG2kFhljjJnm4OCAxo0bW52/ePGiyfeUCYIABwcHODo6wsnJSfJOYH13hWxsbMSsvb290Z2Z4uLiet9TZm9vL+al7qDWN/RGoVDA0dFR/PrrnZXy8vJ67wrZ2tqKte3s7Iwev5++1dXV1fseRqVSCScnJzg6OsLBwcGob1evXq130JG5vp0/f97kHVRzfauoqEBJSYnJ2iqVSty71J3nS5cu1Tuwx8HBQcz/9U6gXq+vd0CUub5du3at3kFHdnZ2Yl7qTqC5vt2797/27datW/UOiDLXt8LCQpN37IH6+0ZEOH/+vMmsUqkU/3uR6tv169frHXRkZ2cn5i3tmyAIYlaqbzU1NfXesW/WrBmysrKg0WiQlJRk9L0zxth9M3X290F+8XtQGWOPqoqKCqP3UgYGBtKrr75K69ato6qqqnrz8+fPN8gKgkAJCQn06aef0rFjx+p9b5ter6fk5GSDvJubGz3zzDO0YMECKi0trbd2Xl6e0XspIyIiaPjw4bRr1y7SarX15ocNG2aQtbW1pbS0NJo2bRoVFBTUm719+zb5+voa5P39/al///70008/0e3bt+vNL1261Khvbdu2pY8++oiOHDli9j2BXbt2Nci7uLjQU089RfPnz6fr16/Xm5V6L2XTpk1p2LBhtGPHDrN9GzlypNH7jlNTU2nq1Klm33dcXV1NgYGBRu87fvnll2n16tVUWVlZb3716tVG7zuOi4ujsWPH0q+//mq2b5mZmUbvO+7ZsyfNmzfP7PuOCwoKyMbGxiDfpEkTeuutt2jbtm1m33c8btw4o/cdd+nShaZMmUJnzpypN1tbW0shISEGeR8fH3rppZdo1apVZt93nJ2dbdS31q1b0+jRoyknJ8fs+2d79uxpkHVycqIePXrQ7Nmzqbi4uN7s5cuXyc7OziDfuHFjGjJkCG3ZssXs+44/++wzo/cdp6Sk0BdffEGnTp2qN8sYY3KhnvegPvCLUakvvkBljD2qxo8fb/GL/Lu0Wi2FhYWJL/Lnzp1r9kX+vbZu3Wrxi/x79erVi2xsbKhz586yXuTfq7i4mBwcHMQX+StXrjT7Iv9ekydPtvhF/l06nY6aN29OTk5O9H//93+yXuTfa/fu3QYv8n/++WezL/Lv1bdvX4MX+XKGC91VUlJCzs7OpFarqU+fPrR8+XKzw4XuNX36dAJA0dHRNGrUKDp48KDsvun1eoqOjiYHBwd67LHHaNasWWaHC93r0KFD4nChQYMG0aZNm8wOF7rXgAEDSKFQUIcOHWjixImUn58v+2elvLyc3N3dydPTk3r37k1Lly41O1zoXrNnzyYA1LJlSxo5ciTt37/for61a9eO7O3tKSsri7799luLhgsdPXqUAFBwcDANHDiQNm7cSHfu3JGdf+ONN0ihUFD79u3ps88+o7y8PNl9u3XrFqnVavLw8KDnnnuOFi9eTGVlZbJrM8aYXPVdoPJ7UBlj7F/0448/om3btggICLA4e+nSJeTn56Njx46SR2DN2bZtGwICAtCsWTOjI4Xm1NTUYO3atUhNTYWbm5vFtY8cOYLq6mq0adPGqqEqa9asQVxcHAIDAy3OXrlyBceOHUNKSorkUU5zdn6J9REAACAASURBVOzYAR8fH0RERFjcN61WizVr1qBLly7w8PCwuPbx48dx69YttG3b1ujYshxr165FdHQ0goODLc5evXoVOTk56Ny5s+QQIXN2794NDw8PREZGWtw3nU6HVatWoUuXLvD09LS49okTJ1BaWoqEhASrjqCuX78eUVFRaNiwocXZ0tJS7Nu3D126dIGjo6PF+b1798LFxQUtWrSwuG96vR6rVq1CSkoK1Gq1xbVPnjyJ4uJiPrrLGPvH8ZAkxhhjjDHGGGMPhfouUHk2OGOMMcYYY4yxhwJfoDLGGGOMMcYYeyjwBSpjjDHGGGOMsYcCX6AyxhhjjDHGGHso8AUqY4wxxhhjjLGHAl+gMsYYY4wxxhh7KCjHjBnzoPdgZObMmWMGDBjwoLfBGGN/u+HDh+P48ePw8vKCl5eXRdmCggK8+eabqKurQ1BQkMWfhTpjxgysWbMGzs7O8Pf3t+gzFmtqajBgwABcv34d/v7+cHFxsaj21q1bMWXKFNjY2CAoKMjiz1gcOXIkfv31V7Fvluy9sLAQgwcPhlarRVBQkMWfhTp79mysXLkSTk5OCAgIsKi2VqvFq6++iuLiYvj5+cHV1dWi2rt27cLnn38OpVJpVd9Gjx6NQ4cOwdPTE2q12qK9FxcXY+DAgaiurkZQUJDFn4U6f/58LFmyBI6OjggICLDo8291Oh1ee+01FBYWws/Pz+LP3j1w4AA++eQTCIKA4OBgqFQqi/Iff/wx9u7dCw8PD3h7e1vUt5KSErz22muoqqqyqm+LFy/GggUL4ODgYHHf9Ho9Bg4ciAsXLljVt9zcXNx9XWhN3xhjTK6xY8cWjRkzZqbkg0T00H3FxsYSY4w9itatW0cACAA1bdqUhg0bRjt27CCtVisr//jjjxMAUqlUlJqaSlOnTqVz587Jyl68eJFsbW0JAPn5+dHLL79Mq1evpsrKSln5Tz75RNx7XFwcjR07ln799VfS6/Vms1qtlkJDQwkAOTs7U8+ePWnevHl07do1WbV//vlnsXaTJk3orbfeom3btlFtba2s/NNPP00AyMbGhrp06UJTpkyhM2fOyMoWFRWRvb09ASAfHx966aWXaNWqVXTr1i1Z+UmTJol7b926NY0ePZpycnJk9a2uro4iIiIIADk5OVGPHj1o9uzZVFxcLKv2zp07xdqNGzemIUOG0JYtW6impkZW/oUXXiAApFQqKSUlhb744gs6deqUrOz169fJycmJAJBaraY+ffrQ8uXL6ebNm7Ly//3vf8W9R0dH06hRo+jQoUOk0+nMZvV6PUVHRxMAcnR0pMcee4xmzZpFV65ckVX74MGDYu1GjRrR4MGDadOmTVRdXS0r379/f7FvHTp0oIkTJ9Lvv/8uK1tWVkZubm4EgDw9Pal37960dOlSKi8vl5WfNWuWuPeWLVvS+++/T/v375fdtzZt2hAAcnBwoKysLPr222/p8uXLsmozxphcAHLIxLWg8MfjD5e4uDjKycl50NtgjDFJ5eXlOHXqlFVZIkKPHj1QVFRksO7i4oKEhAS0b98eCQkJJu+05eTk4D//+Y/RekhICJKTk5GcnIzIyEgolUrJ/LvvvosdO3YYrKlUKsTFxSE5ORnt27eHr6+vZLaiogLp6emoq6szWPfx8UFSUhKSk5MRGxtr8g7lDz/8gGnTphmtR0VFiXtv3Lix5N0qIsLTTz+NixcvGqw7OTkhMTFR7JupO0bHjh1D//79jdYbNWokft9RUVEm71COGjUKmzdvNlizsbFBbGysuHc/Pz/J7O3bt9G9e3fU1tYarKvVarRv3x7t27dHfHy8yb4tWbIEU6ZMMVqPjIwU996kSROTd/mee+45nD171mDNyckJ7dq1Q/v27ZGUlGSybydPnkSfPn2M1hs0aID27dsjOTkZLVu2NNm3cePGYf369QZrSqVS7Fv79u0REBAgma2urkb37t1x584dg3VPT0+xb23atDF5h3L16tUYP3680XpERIRYu2nTpib79uKLLyI/P99gzcHBAe3atUNycjISExPh4eEhmS0oKMAzzzxjtB4cHCzuPTo62mTfPvvsM6xatcpgTalUIiYmRtx7UFCQZLa2thbp6emorKw0WPfw8BB/Ttu0aQNHR0fJ/M8//4wPPvjAaD02NhZZWVnQaDRo3bq1RXeVGWPsrwRByCWiOMnH+AKVMcYsk52djfT09Ae9DcYYeyACAgLEi9UuXbpYfIyZMcbqu0C17M0sjDHGGGPs/2tXrlzB9u3b4ezsDG9vb7Rt2/ZBb4kx9gjhC1TGGLNQ06ZNJY8OyjVp0iSUlpYarbu4uCAiIgLh4eEIDQ2Fra2t0XMuXbqEr7/+WvLPDQ4ORnh4OCIiIuDn5yd5BG/hwoX47bffjNbt7OzQtGlTREREoGnTpnBycjJ6jk6nw+jRo6HT6YweU6vViIiIQEREBBo2bCg52GXPnj1Gxz0BQKFQIDQ0FOHh4QgPD4enp6fk9zdlyhRcu3bNaN3Z2VnsW5MmTST7VlxcjKlTp0r+uUFBQWLfTA2PWrJkCY4ePWq0bmtri6ZNm4p7l+qbXq/H6NGjjY5GA4CXl5e490aNGkkezT5w4ADWrFljtK5QKBASEiLmTQ3dmjp1KoqLi43WnZycxO+7SZMmkkO3bty4gYkTJ0r+uYGBgWLe1PCoFStWIDc312hdpVIhLCxM3Luzs7PRc4gIY8aMMToaDfxxzPduNiQkRLJvubm5WLFihdG6QqFAo0aNxLxarZb8/qZPn47CwkKjdUdHR/H7DgsLk+xbRUWFyf8b4e/vL/6sBAYGSvZtzZo1OHDggNG6SqVCkyZNxL1LDSsjInz00UdGR6MBwN3dXazduHFjyb6dOnUKc+fONVpXKpVo3749NBoNsrKy0KxZM8nvjzHG7pupN6c+yC8eksQYe1QdO3ZMHGACgGJjY2nMmDGyh+YMGTJEzN4dmjNnzhxZQ3MqKytJrVZbPTRn4cKFYlapVFKnTp1o8uTJsofmpKSkiHm1Wk19+/alFStWUEVFhdlsfn4+KRQKMR8TE2PR0Jzhw4eLWUdHR3r88cfpu+++kzU0p6qqivz9/Y2G5mzevFnW0JwVK1YY9K1jx44WDc1JS0sT815eXvTCCy/QsmXLZA3NOXv2LCmVSqOhOQcOHJDVtw8//FDMOjg4kEajkT00p6amhho0aCDmGzRoQP/5z38oOzub7ty5YzZ/70AxhUJB7du3p88++4xOnDgh62fl7kAxAOTh4UHPP/88LV68mMrKysxm7x0oBoCioqLovffeo3379lFdXZ3Z/L0Dxezs7CgjI4O++eYbunTpktnsvQPFAFBQUBC9/vrrtGHDBll9u3egmCAIlJiYSOPHj6fffvtNVt/uDhQDQO7u7vTss8/SwoULqbS01GyWMcbkAg9JYoyxh0OfPn1QVlYGjUaDzMxMBAYGys4WFRX9P/buOyyKc/0b+Hd2gaX33rGAoogKgoqKBQSEjcYUzTHNaIxRE/UYTfNYkqiJx6NGTSSWqDExxt5i77GLDYm9ggoCiiDS2fv9I3Fe1p1ld1YTjL/7c117XebZ+XI/3sg5zM4zz6BTp06Ii4tDSkoKOnbsKOuRKVOnTsXq1auhVquhVqvRqFEjozc6qa6uRocOHRAUFISUlBQkJibC0dHR6Np79uzBkCFDxNpRUVF6N3KS0r9/f2RnZ4tXb/RtECMlLy8PHTp0QKdOnZCSkoJOnTrJumdu1qxZ+Pnnn8W5h4aGGt03jUaDTp06wdvbG2q1GomJiXqvEEs5ePAg+vfvL/6927RpI6tvgwYNwtWrV8W8v7+/0dmCggJxUx21Wo3OnTvr3VhHyrx58zB//nyxdlhYmNF9IyLEx8fDxcUFarUaSUlJsh7LdOLECfTp0wfJyclQq9Vo27atrEf0DB8+HGfOnBHnHhgYaHS2qKgIbdu2RZs2bcR7NKWurOvzww8/4JtvvhHv8QwPD5fVt+TkZNjY2Ih9c3NzM7p2RkYGXnzxRbFvMTEx/KgZxthf4i/ZJEkQhBAAv9QYqgdgDBFNr3FMRwBrAVz9c2gVEX1m6GvzCSpj7FlVVlYm+zmcNbMqlcrk3TMfp/bD5alyn8P5JGo/br68vBwWFhZ11jciMvmX/P+rfauurkZ1dbXkcu2/uvbj5svLy2Fubi7r+aVPqrZGo0FVVVWd9Y0xxoz1l2ySRETnATT/s4ASwE0AqyUO/Y2IUkytwxhjz5LH+eXvcX9xfJy8qSemT6L24+al7hH8u2pz30yjVCplXSl+krUfN1+XfVMoFCafnD5ubcYYe1JM+3hPVxcAl4no+hP6eowxxhhjjDHG/o95UieovQH8rOe9NoIgnBIEYZMgCE2eUD3GGGOMMcYYY8+Yxz5BFQTBAsBzAJZLvH0cQAARhQOYCWBNLV9ngCAIaYIgpOXl5T3utBhjjDHGGGOM/cM8iSuoSQCOE9HtR98goiIiKv7zzxsBmAuCIPnAMSKaQ0SRRBQpZ8c5xhhjjDHGGGPPhidxgvoK9CzvFQTBU/hz+z9BEKL+rKf7dHrGGGOMMcYYY//nPdYJqiAI1gDiAayqMTZQEISBf/7niwAyBEE4BWAGgN70ND54lTHG/iaZmZkmZ+/evYv79++bnM/KyoJGozEpW15ejpycHJNrZ2dno6KiwuT84/StoKAARUVFJucfp2+VlZXIzs42uXZOTg7Ky8tNzmdmZsLU/9stLCzEvXv3TK5948YNVFdXm5Strq7GzZs3Ta59+/ZtlJWVmZx/nL4VFRWhoKDA5NqP0zeNRoOsrCyTa+fm5qK0tNTkPGOMPQmPdYJKRCVE5EJEhTXGUoko9c8/zyKiJkQUTkStiejA406YMcb+ySZMmIDGjRtj5MiR2Lt3r/h8UWMoFAo0bNgQCQkJmDVrFq5duyar9tatW+Hr64u3334b69atQ0lJidFZCwsL9OzZE9HR0fj8889x8uRJWb/A5+bmws3NDS+99BJ++OEH5Ofny5r7lClTEBwcjBEjRmD37t2orKw0Omtubo7GjRsjPj4eM2bMwJUrV2TV3rNnD7y9vdGvXz+sWbMGDx48MDprZmaGV155Ba1atcL48eNx/PhxWX0rKCiAu7s7XnjhBSxcuBC5ubmy5j5z5kw0bNgQw4cPx86dO2X1zcLCAs2aNUPnzp0xbdo0XLp0SVbtQ4cOwcvLC3379sXKlStlfbiiVCrx1ltvoWXLlhg7dizS0tJkfUhQXFwMT09P9OjRA/Pnz5f94crcuXNRv359DB06FNu3b5f14YpKpUJERAQ6duyI//3vf7hw4YKs2idOnICnpyfeeOMNLF++XNaHKwqFAoMHD0bz5s3xn//8B0eOHJHVt7KyMnh7e+O5557D3LlzH+vDFcYYMxkRPXWviIgIYoyxZ9G1a9fIzMyMABAAcnZ2pj59+tDSpUvp3r17BvPjx48XswCoadOm9PHHH9OBAweoqqqq1mxFRQUFBgaKWUtLS0pOTqbU1FS6ceOGwdqbNm3Squ3n50fvvvsubdy4kUpLSw3me/bsKWYFQaC2bdvSpEmTKCMjgzQaTa3ZGzdukEqlEvOOjo70yiuv0JIlS+ju3bsGa3/55Zdacw8NDaUPP/yQ9u3bZ7BvlZWVFBwcLGZVKhUlJSXRN998Q5mZmQZr79y5U6u2j48PvfPOO7RhwwYqKSkxmH/llVe0+ta6dWuaMGECpaenG+zb7du3ycrKSsw7ODhQr169aPHixZSfn2+w9rRp07Tm3qhRIxo5ciTt3buXKisra81WV1dT06ZNxayFhQV17dqVZs6cSdeuXTNYe//+/Vq1vby86O2336a1a9fSgwcPDOb79u2rlY+KiqLPP/+cTp48abBvd+7cITs7OzFrZ2dHL774Ii1atIjy8vIM1p49e7ZW7eDgYBoxYgTt3r3bYN80Gg21bNlSzJqbm1NcXBx9/fXXdOXKFYO109LStGp7eHjQW2+9RatXr6bi4mKD+YEDB2rlIyMjafz48XT8+HGDfWOMMWMBSCM954ICPYUrbiMjIyktLa2up8EYY5IyMjLw9ddfm5xftmyZ5FURQRDg6ekJf39/BAQEwN7eXueYO3fuYPXq1ZJf19LSEn5+fggICICPjw/Mzc11jtm+fbveK68uLi7w9/eHv78/XF1d8ecWAiIiwoIFCySvyJiZmcHHxwf+/v7w8/ODtbW1zjEZGRk4dOiQZG1bW1sEBATA398fXl5eUCh0F/isWLFCcslpzb75+/vDwcFB55jCwkIsXy612fwfV7z8/Pzg7+8PX19fWFhY6Byza9cuXL58WTLv7Owsfs/09W3hwoWSyzaVSqXYN39/f8m+nT17Fvv375esbWtrK2a9vLygVCp1jlm1ahXu3r0rmX+0b4/OvaSkBEuWLJHMqlQq+Pr6IiAgQG/f9u7dq/cKopOTk/g9d3Nz06kNAIsWLZK86qtUKuHt7S3O3cbGRueYixcvYs+ePZK1bWxsxKy3t7dk39auXQt9TxXw8PAQ846OjjpzLy8vx+LFiyWzFhYWWv/eVCqVzjH79+/H2bNnJfOOjo5i39zd3SX7tnjxYsml4QqFAt7e3ggICICfnx9sbW11jsnOzsavv/4qWdvHxwcpKSlQq9Xo3LkzrKysJI9jjDFDBEE4RkSRku/xCSpjjMmzefNmJCUl1fU0GGOszlhbWyMuLg7Dhw9Hx44d63o6jLF/mNpOUM3+7skwxhhjjLF/JoVCgZiYGKjVaqjVaoSEhNT1lBhjzxg+QWWMMZk6d+4se5Ofh6qqqhAZGYkbN25ojYeFhSEhIQEJCQkIDw+XXOIK/LFEt3fv3lpjVlZW6NixIxISEhAfHw8PDw+99V9//XVs3LhRa8zf31+s3bZtW8mlmsAfO6M2b95ca8mlQqFA69atxXyDBg301p4+fTq++OILrTEnJyfEx8cjISEBnTt3hp2dnWRWo9EgOjoaV69e1Rpv0qSJWLtFixZ6+7Zv3z706NFDa8zS0hKxsbFi37y8vPTOvX///lizZo3WmI+PDxITE5GQkICYmBjJpZrAH8uymzVrprXkUhAEREdHo2vXrkhMTETDhg0ll2oCwLfffosxY8ZojTk4OGj1TWpZM/DH8uJ27drh/PnzWuONGjVCQkICEhMT0bJlS8klrgBw5MgRdOvWTWtMpVKhQ4cOSEhIQNeuXeHt7S2ZBYDBgwfjl19+0Rrz8vIS+9auXTtYWlpKZgsLC9GsWTOtTakEQUCrVq3EvoWEhOjt2/fff49Ro0Zpjdnb2yMuLg4JCQno0qULHB0dJbNEhE6dOiEjI0NrPDg4WJx7ZGSk3r6lp6ejc+fOWmMWFhZo3749unbtioSEBPj6+kpmAWD48OE6S4Q9PT3Ff+vt27fXu7y2uLgYzZo107mNICIiQpx748aN9fbt559/xnvvvac15uDggMTERKjVaiQmJsLFxUXv3Blj7LHpuzm1Ll+8SRJj7Fn1ww8/iBvtdOvWjWbPnk1ZWVlGZTUaDbVv354AkK+vr6wNioiIfv/9dxIEQfYGRQ+NGDFCa4Oin376ie7cuWNU9sGDB+Th4SF7g6KHfvnlF3GjncTERPrmm2/o+vXrRmWJiOLi4ggAeXt704ABA2j9+vVGbbRDRHTx4kVSKpVaGxSdOnXK6L598sknBIDs7e3p5ZdfNnqDIiKisrIy8vHxETco+uCDD2jPnj0GN9p5aM2aNeJGOw83KLp69apRWSKi5ORkAkCenp7Uv39/Wrt2rVEb7RBpbwj2cIOiEydOGN23zz77zKQNioj+2BAsKCiIAFDDhg3p3//+N+3atYsqKiqMym/evFlng6LLly8blSUieuGFF3Q2KLp//75R2Zs3b4obgkVGRtK4cePo2LFjRvftq6++IgBka2tLPXv2pAULFtDt27eNylZVVYkbgtWvX5+GDRtGO3bsMLpvjDFmLNSySRJfQWWMsb9RTk4O1q5diy5dukhu7FKb69evi49KCQ8P13sFRJ8TJ05gwYIF6NatG9zc3GRly8vLYW1tjV27diEmJkZyA6baHDt2DB9//DHUajXq1asnKwv88WzIVatWIT4+XnJjF0PZdu3a4auvvkKLFi1k9+3YsWOYO3cuunXrVuvVaSmVlZVQKpXYvn072rdvr/fqtD7Hjx/HiBEjoFara706rc+1a9ewYsUKdO3aVe/VaX1ycnIQERGBsWPHIiIiQu/VaX3S0tKQmpqK5ORkeHp6yspWV1ejuroaW7duRWxsrOy+nTp1CoMHD4ZarUZwcLCsLABcunQJy5YtQ0JCguRmZbXJz89HaGgoRo4ciVatWsnu29GjRzFz5kwkJyfXenVaikajQWlpKTZv3oyOHTvqvaqvz+nTp9GvXz+o1Wo0atRI9s8KY4w9CbxJEmOMMcYYY4yxv01tmyTJ+1iPMcYYY4wxxhj7i/AJKmOMMcYYY4yxpwKfoDLGGGOMMcYYeyrwCSpjjDHGGGOMsacCn6AyxhhjjDHGGHsq8AkqY4wxxhhjjLGnAp+gMsbY32j27NnYt28fqqurZWevXbuGb7/9FpmZmSbVXrlyJTZs2IDS0lLZ2fLyckyZMgXp6ekw5fFkBw8exI8//og7d+7IzgLAnDlzsHfvXlRVVcnO3rhxA7NmzcK1a9dMqr127VqsW7cOJSUlsrOVlZX43//+h5MnT5rUt6NHj+KHH35Afn6+7CwAzJ8/H7t370ZlZaXsbE5ODr7++mtcuXLFpNobNmzAmjVr8ODBA9nZ6upqTJ06FcePHzepb8ePH8eCBQuQm5srOwsACxcuxM6dO03qW35+PqZNm4ZLly6ZVHvTpk1YtWoV7t+/Lzur0Wgwbdo0pKWlQaPRyM6fPn0a8+fPR05OjuwsY4w9KXyCyhhjfyOFQoH27dvDw8MDr7/+OpYvX46ioiKjsgEBAfj+++8REBCA8PBwjB49GocPHzb6F9GgoCCo1Wq4uLjgueeew9y5c3Hr1i2jsiqVCleuXEF4eDiCgoIwZMgQbNmyBeXl5UblmzRpgvfffx/u7u7o0KEDJk+ejLNnzxp98qFSqRAbGwsPDw+8+uqrWLp0Ke7du2dU1sfHB0uXLkVQUBDCwsLwySef4ODBg0Z/SFC/fn306NEDLi4uSElJQWpqKm7cuGFU1tzcHDdv3kSLFi0QEBCAQYMGYdOmTSgrKzMqHxoaipEjR8Ld3R0xMTH48ssv8fvvvxvdNxsbG3Tq1Anu7u7417/+hSVLlqCgoMCorKenJ9atW4f69eujSZMm+Oijj7B//36j+xYcHIwXXngBLi4uSEpKkvXhilKpRF5eHiIiIuDn54eBAwfK+nAlNDQUo0ePhqenJ9q0aYOJEyfi9OnTRvfNwcEBXbp0gaurK3r16iXrwxVXV1ds27YNDRs2ROPGjTFq1ChZH640atQIvXr1gqurKxISEjBr1ixcv37dqKxCoUBhYSFatWoFX19fvP3227I+XAkJCcEXX3wBLy8vREdH44svvjD5wxXGGDMZET11r4iICGKMsWdReXk5+fv7EwDxZW5uTl26dKHp06fT5cuXa82vX79eKwuAPDw86K233qJVq1bR/fv3a80/99xzOvmIiAgaN24cHTt2jDQajd5sZmYmWVhYaGVtbGzo+eefp++//55u375da+0vvvhCp3b9+vVp2LBhtH37dqqoqNCbrayspPr162tlzczMqFOnTjR16lS6cOFCrbW3bdumU9vNzY3eeOMNWrFiBRUVFdWaf/nll3XyLVq0oDFjxtCRI0eourpabzY7O5usrKy0stbW1tS9e3eaN28eZWdn11p7ypQpOrWDgoLovffeo61bt1J5ebnebFVVFTVu3Fgrq1QqKTY2lqZMmULnzp2rtfbevXt1aru4uNBrr71Gy5Yto8LCwlrzr732mk4+PDycPv30Uzp06FCtfcvLyyNbW1utrJWVFanVapozZw7dvHmz1tozZ87UqR0QEECDBw+mzZs3U1lZmd5sdXU1hYeHa2UVCgW1b9+eJk+eTGfOnKn1Z+Xw4cM6tZ2dnalPnz60dOlSunfvXq1z79+/v04+LCyMPv74Yzpw4ABVVVXpzRYUFJCDg4NW1tLSkpKTkyk1NZWysrJqrT137lyd2n5+fvTuu+/Sxo0bqbS0tNY8Y4wZA0Aa6TkXFOgp/FQsMjKS0tLS6noajDEmafPmzUhKSqrraTDG2N/O2toa8fHxUKvVSE5OhqenZ11PiTH2DyQIwjEiipR6j5f4MsYYY4wxo5SUlGDt2rUYMGAAXn75Zezevbuup8QYe8aY1fUEGGPsn8bDwwPPP/+8yfmtW7fq3TjGwcEBnp6e8PLygqOjIwRB0Hq/sLAQO3fulMwqFAq4u7vDy8sLnp6esLS01Dnm0KFDyM7OlsxbWVnBy8sLXl5ecHV1hUKh+xnm2rVr9d7z6uLiIta2s7PTef/SpUs4ffq0ZNbc3Byenp7w9PSEh4cHzM3NdY7Ztm0biouLJfP29vZi35ycnHT69uDBA2zdulUyq1Ao4ObmJs7dyspK55ijR4/qve/UyspKrO3q6gqlUqlzzLp16/Teu+ns7Cz2Xapv165dw4kTJySz5ubm8PDwgJeXl96+7dy5E4WFhZJ5Ozs78e/t7Oys07fy8nJs3LhRMvuwbw//7lJ9O378uN77Jy0tLcXabm5ukn1bv3693ns3nZ2dxdr29vY672dlZUHfaiwzMzOtvllYWOgcs2vXLr33OdvZ2Yn/Xl1cXHT6VlVVhfXr10tmBUHQ+vdmbW2tc8zJkydx9epVybxKpRKz7u7ukn379ddfUVFRIZl3cnIS8w4ODjrv37lzB3v37pXM2tnZITExEWq1GklJSXB1dZU8jjHGHou+tb91+eJ7UBljz6pbt26RpaWleG+XSqWipKQk+vbbbykzM9NgV32HJQAAIABJREFU/r///a/WvWE+Pj70zjvv0IYNG6ikpKTWbFVVFTVq1EjMCoJAbdq0oYkTJ1J6enqt99QREe3evVurtoODA/Xq1Yt+/PFHunPnjsG5v/rqq1r5xo0b08iRI2nv3r1UWVlZazY3N5dsbGzErIWFBSUkJNDMmTPp6tWrBmvPmDFDq7aXlxe9/fbbtG7dOnrw4EGtWan7EaOioujzzz+nkydPGuzboUOHtLJ2dnb00ksv0aJFiygvL8/g3B+9HzE4OJhGjBhBu3fvNti3R+9HNDc3p7i4OPr6668N3u9MRDRnzhyd+5379etHa9asoeLi4lqzGo2GWrVqpZWPjIyk8ePH0/Hjxw327fjx41pZW1tbeuGFF2jBggUG73cmIho8eLBWvkGDBjR8+HDauXNnrfc7ExEVFRWRs7Oz1v3OnTt3pmnTptGlS5cM1l60aJFWbXd3d+rbty+tXLnS4P3OGo2G2rVrp5Vv2bIljR07ltLS0mq9b5eIKCMjgwRB0LpPvEePHjR//nzKyckxOPd///vfOvc7v//++7Rt27Za73dmjDE5UMs9qHV+Mir14hNUxtizatiwYeKmRqtXrza4qVFNxcXF5O7uLuuX/JqWLFlCtra21LNnT6N/ya+pU6dO4i/5O3bsMPhLfk3nzp0jlUol/pJ/8eJFWbU//PBDcnNzozfffNOoX/JrKi0tJW9vb2rZsiWNGTOGjh49avCX/JpWrVpF1tbW4i/5hjY1elRSUpLJv+RfuXKFLC0tqWPHjjRlyhQ6f/68rNpjx44lFxcXev3112n58uUGNzWqqby8nAICAig8PJxGjx5Nhw8fltW3X3/9laysrOi5556juXPnGtzU6FE9evSggIAAGjJkCG3ZsqXWTY0elZWVRdbW1tShQweaPHkynT17VtbPysSJE8nZ2ZleffVV+uWXXwxualRTZWUlNWjQgMLCwuiTTz6hgwcPyurb9u3bydLSklJSUig1NZVu3LhhdJaIqFevXuTn50eDBg2iTZs2ydrUKDs7m2xtbSkmJoa+/PJL+v3332X1jTHGjFXbCSpvksQYY3+j06dPo0mTJpLLZw3Jzc1FVVUVvL29Tap97tw5BAUFQaVSyc6Wl5fj6tWrCAkJ0VnOaIxr167B0dERjo6OsrPAH30LDQ2VXM5oSH5+PsrLy+Hj42NS7fPnzyMgIEByybQhlZWVuHDhAkJDQ03qW2ZmJuzs7ODk5CQ7CwAZGRlo3LixSX27e/cuiouL4e/vb1LtCxcuwM/PT3LpryHV1dU4e/YsmjRpYlLfsrKyYGNjA2dnZ9lZ4I++NWrUCGZm8u+EunfvHgoLCxEQEGBS7YsXL8LHx0dy6a8hGo0Gv//+O5o2bWpS327evAmVSsVLdxljf7naNkniE1TGGGOMMcYYY38b3sWXMcYYY4wxxthTj09QGWOMMcYYY4w9FfgElTHGGGOMMcbYU4FPUBljjDHGGGOMPRX4BJUxxhhjjDHG2FOBT1AZY+xvpNFo6iT7JGo/zq7vdT33uqzNfTMty32T7+EzBOuiNmOMPSnKcePG1fUcdMyZM2fcgAED6noajDH2xL311ltYvXo1qqur4evrK+uZpJmZmUhISEBWVhZsbW3h5eUl61mHU6dOxVdffYUHDx7Ay8sLdnZ2RmerqqrQtWtXHDt2DEqlEr6+vrKeEbljxw707dsXd+7cgYuLi+znLL7zzjtYtmwZqqqq4OvrK+uZpNnZ2YiLi8P169dhbW0Nb29vWX2bOXMmvvjiCxQXF8PT0xP29vZGZ6urq5GUlIRDhw6Z1Ld9+/bh1VdfRV5eHpydneHq6ipr7u+//z5++uknVFZWyu5bXl4eOnfujCtXroh9k/P83jlz5mDs2LG4f/++7L4REdRqNfbt2weFQgE/Pz9ZfTty5Ah69eqF3NxcODk5wc3NTVbfPvjgAyxcuBAVFRXw8fGR9SzXgoICdO7cGRcvXoSVlRV8fHxk9W3hwoX45JNPUFhYCE9PTzg4OBidBYAePXpg9+7dEAQBfn5+MDc3Nzp78uRJ9OzZE7dv34ajoyPc3d1Nep4qY4wZMn78+Oxx48bNkXzz4adtpr4AXANwGsBJAGkS7wsAZgC4BCAdQEtDXzMiIoIYY+xZdOTIEQJAAMjc3Jzi4+NpxowZdOXKFaPyAwYMEPOenp7Ur18/WrNmDRUXFxvMFhQUkKOjo5hv1aoVjR8/no4fP04ajcZgft68eWLW1taWXnjhBVq4cCHl5uYazGo0GoqOjhbzDRs2pOHDh9POnTupoqLCYP7kyZNi1szMjLp06ULTp0+nS5cuGcwSEb333nti3t3dnfr27UurVq2i+/fvG8zev3+fXFxcxHzLli1p7NixlJaWZlTfFi9eLGZtbGzo+eefp/nz51NOTo5Rc4+NjRXz9erVo6FDh9L27dupvLzcYPbs2bMkCAIBIKVSSR07dqT//e9/dOHCBaNqjxw5Uqzt6upKb7zxBi1fvpwKCwsNZktKSsjT01PMN2/enP7zn//QkSNHqLq62mB++fLlYtba2pqee+45mjt3Lt26dcuouXft2lXMBwYG0nvvvUdbtmyhsrIyg9lLly6RUqkU+9ahQwf673//S+fOnTOq9ujRo8XaLi4u9Nprr9Evv/xC9+7dM5gtKysjPz8/Md+sWTP69NNP6dChQ0b1bd26dWLWysqKUlJS6LvvvqObN28aNXe1Wi3m/f39afDgwbRp0yaj+sYYY8aSOm98+BLoMZaCAIAgCNcARBJRvp73uwF4D0A3ANEAviai6Nq+ZmRkJKWlpT3WvBhj7K+SlZWFzZs3m5z/9NNPkZeXpzPu5eWF8PBwhIeHIygoSPKqy+XLl/HVV1/pjJuZmaFRo0Zo1qwZmjVrBmdnZ8naqampOH78uM64o6OjmG3UqBEsLCx0jqmsrMT777+P6upqnffq1auH8PBwNGvWTO8Vym3btmH58uU641ZWVmjSpAnCw8PRtGlT2NjYSM597NixyM7O1hn39PQUa9erVw9KpVLnmKysLHz++ec640qlEiEhIWLexcVFsva8efNw5MgRnXEHBwexb40bN5bsW1VVFYYOHYrKykqd94KCgsS8r6+vZN92796NJUuW6IxbWlqiSZMmaNasGcLCwmBrays5988++ww3btzQGffw8ECzZs0QHh6O+vXrS/YtJycHY8aM0RlXKpUIDg4W+6bviviiRYuwf/9+nXF7e3uEhYUhPDwcjRs3llxJoNFoMGzYMJSVlem8FxgYKOb9/Pwk+7Z//34sWrRIZ1ylUmn1Td9KgokTJ+LatWs64+7u7uL3rGHDhpJ9u3v3Lj766COdcYVCIfYtLCwM7u7ukrV/+ukn7NmzR2fczs5Oq29SV8SJCMOHD0dJSYnOe/7+/uL33N/fX7Jv6enpmDVrls64jY0NunbtCrVajW7dusHDw0Ny7owxZgxBEI4RUaTke3/DCep3AHYT0c9//vd5AB2JSPe3jD/xCSpj7Gm2efNmJCUl1fU0GGOsTgiCgKioKKjVanTv3h1Nmzat6ykxxv5hajtBfRKbJBGArYIgHBMEQerGUR8AWTX++8afY49OcoAgCGmCIKRJXVlgjDHGGGN1z9bWFn5+fvDz8+MrqYyxJ874HQf0iyGiW4IguAPYJgjCOSLaW+N9qbvrdS7bEtEcAHOAP66gPoF5McbYXyIiIgIbN240KUtE6NevH3JycrTGzczMEB4ejujoaLRq1UrvL30ZGRkYNWqUzrizszOioqIQHR2N8PBwvZvhTJgwQXLJZUhICKKjoxEdHY3AwEDJpX8lJSXo3bs3qqqqtMatrKwQGRmJqKgoREZG6t3UZeXKlZg/f77OuI+Pj1g7NDRUcskkAAwYMEBnqapSqUSzZs0QHR2NqKgoeHp6SmYvXLiAYcOG6Yw7OTkhKioKUVFRaNGihd6+TZ48Gbt379YZb9iwoTj3evXqSfatvLwcvXr1QkVFhda4paUlIiIixO+5vr6tX78es2fP1hn39vbW6pu+TYQGDx6Mq1evao0pFAqEhYWJeS8vL8nstWvXMGjQIJ1xBwcH8d9bixYt9G4iNG3aNGzbtk1nvEGDBmLt+vXrS/atsrISvXv3Rmlpqda4SqVCy5Ytxb45OTlJ1t6yZQu+/vprnXFPT0+xdpMmTfRuIjRs2DBcuHBBa0yhUKBp06Zi3tvbWzJ769Yt9O/fX2fc3t4erVq1QnR0NFq2bAlra2vJ/KxZsyT/N6ZevXpi7QYNGkjeBlBdXY3evXvjwYMHWuMqlQotWrQQ+6bvNoD9+/djwoQJOuOBgYFQq9VQq9WIjY2VXM7OGGNPhL6bU015ARgH4INHxr4D8EqN/z4PwKu2r8ObJDHGnlU7duwwebMeIqLevXuL+YiICBo3bpzRm/Xk5OSQlZWV1mY933//vdGb9UydOtXkzXqqq6spNDRU3HSmU6dOsjbr+e2333Q261mxYoVRm/UQEb3xxhsmb9aTn59Ptra24mY93bt3l7VZzzfffKOzWc/WrVuN2nRGo9FQixYtTN6s5+jRozqb9SxbtsyozXqIiN555x2TN+u5d++euCmXlZUVqdVqWZv1zJ8/X2ezns2bN1NpaanBrEajodatWxMAUigU1K5dO/rqq6/ozJkzRv2snDp1Sqzt5OREffr0oZ9//pkKCgqMmvv7778v5ps2bUoff/wx7d+/n6qqqgxm79+/T66urgSAVCoVdevWjWbPnk1ZWVlG1f7xxx/F2r6+vjRw4ED69ddfqaSkxKj8w025BEGgtm3b0qRJkygjI8OovjHGmLHwV22SJAiCDQAFEd3/88/bAHxGRJtrHJMMYAj+/yZJM4goqravy/egMsaeVe+99x4cHByQkpKCqKgoWY+fuHbtGoYOHYrk5GQkJyfDx0fnbolazZgxA+fPn4darUbHjh1lPXKkvLwcr776Klq1aoWUlBQ0btxY1uMntm3bhoULF0KtViMxMRGOjo6y5j58+HBYWlpCrVYjOjpa71VWKTdu3MDgwYORlJSE5ORk+Pn5yaqdmpqKU6dOQa1Wo1OnTrIeOVJZWYnXXnsN4eHhUKvVaNKkiay+7d27F7Nnzxb7pu+qlz4ffvghAECtVqNNmzay+paTk4MBAwYgISEBKSkpCAgIkFV7/vz5OHLkCNRqNTp37qz3aqGU6upqvP766wgNDYVarUZYWJisvh06dAjTpk1DSkoKunXrpnfzK31Gjx6N8vJyqNVqtG3bVtYjbvLz89GvXz/ExcUhJSUFQUFBsmovXrwYe/fuRUpKCuLi4vRuGiZFo9HgzTffRMOGDaFWqxEeHi6rb8eOHcOkSZPEjZDc3NxkzZ0xxoz1l22SJAhCPQCr//xPMwBLiGiCIAgDAYCIUoU//pdxFoBEACUA+hJRrWeffILKGGOMMcYYY8+m2k5QH+seVCK6AiBcYjy1xp8JwODHqcMYY4wxxhhj7Nn3JHbxZYwxxhhjjDHGHhufoDLGGGOMMcYYeyrwCSpjjDHGGGOMsacCn6AyxhhjjDHGGHsq8AkqY4wxxhhjjLGnAp+gMsbY34SIsG3bNpSUlJiUv3btGk6ePAlTHw+2b98+5Ofnm5QtLi7G7t27UVVVZVI+PT0dV69eNSn7sG8PHjwwKZ+ZmYnjx4+b3LcDBw4gNzfXpGxJSQl27tyJyspKk/IZGRm4dOmSSVkA2LFjB4qLi03K3rx5E2lpadBoNCblDx06hNu3b5uULS8vx44dO1BRUWFS/syZM7hw4YJJWQDYuXMnioqKTMrm5OTgyJEjJvft8OHDyM7ONilbWVmJ7du3o7y83KT8uXPncO7cOZN/Vhhj7ElQjhs3rq7noGPOnDnjBgwYUNfTYIyxJ0oQBMyYMQO9evXCoUOHcP/+fXh6esLe3t6ovJmZGSIiIjBr1ixcvHgRCoUCfn5+MDMz7olhv/32G2JiYrBt2zbk5ubCyckJbm5u+ONx1bWzsLDAm2++iREjRiA9PR0VFRXw9fWFlZWVUbULCgrQqFEjLFu2DFlZWbCysoKPjw8UCsOfkwqCgO+++w4vvPACDhw4gKKiInh6esLBwcGo2hYWFoiOjsb06dNx4cIFCIIAPz8/mJubG5U/fPgwoqOjsWXLFty+fRuOjo5wd3c3qm/m5uYYOHAghg4dipMnT6K8vBw+Pj6wtrY2qvb9+/fRqFEj/Pzzz8jMzISlpaXRfQOABQsWoHv37ti/fz/u3bsHDw8PODo6GpVVqVRo164dpkyZgvPnzwOArL6dOHECERER2LRpE27fvg0HBwd4eHgY1TczMzMMHz4cgwYNwvHjx1FWViarb2VlZWjUqBF+/PFHXL9+HRYWFvD19TW6b0uWLEFycjL27t2Le/fuwd3dHU5OTkZlLS0t0alTJ3z55Zc4d+4cNBoN/Pz8YGFhYVT+7NmzaN68OX799Vfk5OTA3t4enp6eRvVNqVTio48+woABA3Ds2DGUlpbC29sbNjY2RtWurKxEaGgoFi1ahGvXrsHc3By+vr5QKpVG5RljzFjjx4/PHjdu3BzJN4noqXtFREQQY4w9i27evEkqlYoAiK8WLVrQmDFj6OjRo1RdXV1r/quvvtLKWltbU/fu3WnevHmUnZ1da7aqqoqCg4O18kFBQfT+++/T1q1bqby8vNb8rl27tLJKpZJiY2NpypQpdP78eYN/93/9619aeRcXF3rttddo2bJlVFhYWGv29u3bZG1trZUPDw+n0aNH06FDhwz2bfr06VpZKysrUqvVNGfOHLp161at2erqamratKlWPiAggIYMGUKbN2+msrKyWvP79+/XyioUCmrfvj1NnjyZzp49SxqNptZ83759tfLOzs7Up08fWrp0Kd27d6/W7J07d8jOzk4rHxYWRp988gkdOHCAqqqqas3Pnj1bK2tpaUnJycmUmppKN27cqDWr0WioZcuWWnk/Pz969913aePGjVRaWlpr/tixYzp9i4mJoUmTJlFGRobBvr377rtaeUdHR3rllVdoyZIldPfu3VqzhYWF5OTkpJUPDQ2lDz/8kPbt22ewbwsWLNDKqlQqSkpKom+//ZYyMzNrzWo0Gmrbtq1W3sfHh9555x3asGEDlZSU1Jo/ffq0VlYQBGrTpg1NmDCB0tPTDfZt2LBhWnkHBwfq1asX/fjjj5Sfn19rljHGjAUgjfScCwr0FC7jiIyMpLS0tLqeBmOMSTp48CCGDh1qcv7kyZN6l3yam5vD0dERjo6OsLe317niU1xcjLNnz+r92jY2NmJe6mrT+fPn9S5dVCgUcHBwEPNSV2aPHj2qt7ZKpYKjoyOcnJxga2urc8Xn1q1buHnzpmRWEATY2dmJtVUqlc4xp06d0rvk08zMTMw6ODjo9K20tBQZGRl6525tbS3OXapvFy5cQGFhoWS2Zt8cHBwkrzCmpaXpXTb5sG+Ojo6ws7PT6VtOTg6ysrL0zv1h35ycnCT7lp6ernfJZ82+2dvb61wpKy8vR3p6ut7aD/vm6OgoeZXu0qVLKCgokMwqFArY29uLebl9s7CwgJOTk96+5ebm4vr163rnXvPfm6Wlpc77p0+fRllZmWTWzMxM63v+aN+qqqpw4sQJvbWtrKzEuUv17fLly7h7965kVhAErZ9Tqb4dO3ZM7xJjCwsLre/5o30rKioSr5g/SqFQICYmBmq1Gmq1GiEhIUZd2WWMsUcJgnCMiCIl3+MTVMYYk2fz5s1ISkqq62kwxlidioyMxMyZM9G6deu6ngpj7B+mthNU425cYowxJlKpVPDx8TE5n52dXesGKpaWluLr0SszFRUVyMvL05tVKpViVqVS6VzdyM/Pr3UDFQsLC1haWsLKykryCqq+K6DAH1d2HmZVKpXOVcyioiLcv39fb97MzEzMS92vZ6hvKpUKVlZWkn2rqqqqdcMehUIhZh+nb5aWlpJXtIzp28OX1FVzfVdvAcN9y8nJQXV1td78X9m3O3fu6L0KCfyxYuBhvq769nDujzKmbw/7/mjfNBpNrRsdKRQKrZ+VR/t29+5dlJaW6s0/bt9qfs8f7Vt5eXmtm6k1aNBAvILarl07o+9JZowxo+lb+1uXL74HlTH2rMrPz9e5J9DT05P69+9Pa9eupeLi4lrzj94TCICioqLo888/pxMnTtR6f5nUPYF2dnb04osv0qJFiygvL6/W2mlpaTq1GzZsSP/+979p165dVFFRUWt+4MCBWllzc3OKi4ujr7/+mi5fvlxr9t69ezr3BHp4eNBbb71Fq1evpvv379ea//7773XmHhkZSePGjaNjx44Z7FubNm20sra2ttSzZ09asGAB3b59u9ba6enpOrXr169Pw4YNox07dhjs29ChQ7WyZmZm1LlzZ5o2bRpdvHix1mxxcTG5urpq5d3c3OjNN9+klStXUlFRUa35n376SWfuLVu2NPqe6Y4dO+rcM92jRw+aP3++wXumz549SwqFQvKe6W3bthm8Z3rUqFEm3zNdWlpKXl5eOvdMv/7660bdM71y5Uqdvj28Z/rw4cMG+5aYmKj3numbN2/Wmr18+TKZmZlJ3jO9ZcsWg/dMjxkz5rHumWaMMWOglntQ6/xkVOrFJ6iMsWfVp59+SpC5MdJDZWVl5OfnJ2tjpJrWrVsne2OkmtRqteyNkR66fv06mZuby9oYqabPP/9c9sZID1VUVFC9evVk/ZJf05YtWwgA+fv70+DBg43aGKmmF1980eRf8m/dukWWlpbk5OQkboxUUFBgdO3JkyfL3hjpoaqqKgoJCZG1MVJNDzfVkrMxUk19+vSRvTHSQ7m5uWRtbS1rY6SaZsyYIXtjpIeqq6upWbNm4sZI33zzDV2/ft3o2gcPHpS9MVJN/fr1I0EQqHXr1kZvjPTQ3bt3yd7enjdGYoz95Wo7QeUlvowx9jchIoSGhiIrKwu+vr6y85mZmUhNTUXnzp0lN3UxRKFQICMjA6GhobI3NikuLsYrr7yChQsXwtnZWXbtW7duYdeuXWjdurXsR1YQERo0aIDr16/D399fdu2srCx8/fXX6NKli9GPxalJo9EgPT0dTZs2ld230tJSPP/880hNTYWLi4vs2jdu3MCWLVvQtm1box8nVFNAQACuXr2KwMBA2dmbN29i8uTJiIuLM/rxLjVVVFTg5MmTaNasmey+lZeXIykpCdOnT4erq6vs2llZWfj1118RExNj0hJULy8vXL58GfXq1ZOdzc7Oxvjx4xEXFwdbW1vZ+QcPHuDYsWNo0aKF7L5VVlaiU6dOmDhxItzd3WXXzszMxOrVq9G+fXteussYqzO8SRJjjDHGGGOMsb9NbZskGffEasYYY4wxxhhj7C/GJ6iMMcYYY4wxxp4KfILKGGOMMcYYY+ypwCeojDHGGGOMMcaeCnyCyhhjjDHGGGPsqcAnqIwxxhhjjDHGngrKcePG1fUcdMyZM2fcgAED6noajDH2RKWnp+Pzzz+HUqmEn5+f7OdaTp8+Hb/99hucnZ3h6uoq6xmJ9+/fx5AhQ1BaWgo/Pz/Zz1Fdt24dFi1aBGtra3h7e0OhMP7zTSLCqFGjcPXqVXh5ecHe3l5W7XPnzmHMmDFQKBQm9W3WrFnYtWsXnJyc4ObmJqtvDx48wJAhQ1BcXAxfX1/Zz1HdtGkT5s+fDysrK/j4+Mju28cff4yLFy/C09MTDg4OsmpfvnwZn3zyCQRBgJ+fn+znWqampmLr1q1wdHSEu7u7rL6VlZVh8ODBKCwshI+Pj+znqG7fvh2pqamwtLSU3TcAGD16NM6cOQMPDw84OjrKymZmZmLUqFEAYFLf5s+fj40bN8LBwQEeHh6y+lZRUYEhQ4bg7t27JvVtz549mDVrFlQqFXx9fWX3bfz48UhPT4e7uzucnJxkZRljTI7x48dnjxs3bo7km0T01L0iIiKIMcaeNRqNhlq3bk0AyNbWlnr27EkLFiyg27dvG5VPT08nAASA6tevT8OGDaMdO3ZQRUWFUfmhQ4cSADIzM6POnTvT1KlT6eLFi0Zli4uLydXVlQCQm5sbvfnmm7Ry5UoqKioyKv/TTz+Jc2/RogWNGTOGjh49StXV1UblO3bsSADIxsaGevToQfPmzaPs7GyjsmfPniWFQkEAKCgoiN5//33atm0blZeXG5UfNWoUASClUkmxsbE0ZcoUOn/+vFHZkpIS8vLyIgDk6upKr7/+Oi1btowKCwuNyq9YsULsW3h4OI0ePZoOHz5sdN8SEhIIAFlZWdFzzz1Hc+bMoVu3bhmVvXz5MimVSgJAgYGBNGTIENqyZQuVlZUZlf/Pf/5DAEihUFD79u1p8uTJdPbsWdJoNAaz5eXl5OfnRwDI2dmZ+vTpQ0uXLqV79+4ZVXv9+vVi38LCwuiTTz6hAwcOUFVVlVH57t27EwCytLSk5ORkSk1NpRs3bhiVzczMJAsLCwJAfn5+9O6779LGjRuptLTUqPyECRPEvsXExNCXX35JGRkZRvWtsrKS6tevTwDI0dGRXnnlFVqyZAndvXvXqNrbtm0T+9akSRP66KOPaN++fUb3jTHGjAUgjfScCwp/vP90iYyMpLS0tLqeBmOMSSoqKsLVq1dNym7fvh0ffPCBznhYWBhiY2MRGxuLBg0a6L3qMmjQIBw4cEBrzMbGBjExMejQoQPatWun94pRdnY2kpKSdMYDAwMRGxuLDh06IDw8XO8VytmzZ+O7777TGjMzM0OrVq3QoUMHxMbGwtvbWzJbXV2NxMRE5OXlaY27urqiffv2iI2NRXR0tN4rlL/99hvee+89nfGmTZuKtYODg/X2bejQodizZ4/WmLW1Ndq2bYvY2Fi0a9dO7xWjvLw8JCQkQKPRaI0HBASgQ4cO6NChA5o3b673Stu8efMwa9YsrTEzMzNERESIfff19ZXMajQaJCcnIzs7W2vc2dlA9A8MAAAgAElEQVRZ7FubNm309u3QoUMYOHCgznhoaKhYu1GjRnr7NnLkSGzbtk1rzMrKCm3atEFsbCzat28PZ2dnyWxBQQHi4uJQXV2tNe7r6yv+W2/RooXevv3www+YOnWq1phSqUTLli3F77m/v79klojQvXt3ZGZmao07OTmJfWvdujVsbGwk8ydOnEDfvn11xkNCQsS5N27cWO8VytGjR2PDhg1aY5aWlmLf2rVrB1dXV8lsUVER4uLiUFFRoTXu7e0t1o6IiNDbt19++QWTJk3SGlMoFFp9CwgIkMwSEXr16oULFy5ojbu6uqJbt25Qq9Xo2rWr7FUQjDH2KEEQjhFRpOR7fILKGGPybN68WfJEjzHGnnXm5uaIjY2FWq2GWq1GUFBQXU+JMfYPVNsJqrwbeRhjjDHG2P9ZlZWV2L17NzQaDaqrq9G3b1/Z9/kyxlht+ASVMcZkatCgAUzdYO7atWtYuHCh5Hve3t4ICQlBSEiI3s1VVqxYgYyMDJ1xCwsLNGjQAMHBwWjYsKHk0sXy8nKdpX8POTs7i7X9/PygVCp1jjl8+DA2bdqkM65QKBAYGIjg4GCEhIToXSo7c+ZM3LlzR2fcxsZGzNarVw8WFhY6x9y4cQPz5s2T/LpeXl7i3D09PSX7tmbNGpw8eVJn3NzcXOxbcHCwZN8qKysxceJESK04cnJyQkhICIKDgxEQECDZt7S0NJ3lnsAfffP39xfnrm+p7Lfffovc3FydcWtrazRs2BAhISGoX78+VCqVzjE5OTlITU2V/Lqenp5ibS8vL8m+bdiwAVIrmszNzVGvXj3x725ra6tzTHV1NSZOnKizxBcAHB0dxWxgYKBk306ePIk1a9bojAuCoNU3FxcXyb/fnDlzcOvWLZ1xKysrsW8NGjSQ7Ft+fr7OsuyHPDw8xLn7+PhI9m3Lli04ePCgzriZmZlW3+zs7HSO0Wg0mDRpEiorK3Xec3BwEH9WAgMDJZfjZ2RkYMWKFTrjDzfLqtk3qbkvWrRI8hYGJycncZlvQkICn5Qyxv46+m5OrcsXb5LEGHtWvfnmm+ImJNbW1tS9e3ejN/y5c+cO2dnZifnAwEB67733aOvWrUZt+DN79mwxW3PDn3PnzhnMajQaatmypZh3cXGh1157jZYtW2bUxjVpaWliFn9u+PPpp5/SoUOHjNrwZ+DAgWLWysqK1Go1zZkzh27evGkwe+/ePXJychLz/v7+NHjwYNq8ebNRG/58//33YlahUFC7du3oq6++ojNnzhjcuEaj0VCbNm3EvJOTE/Xp04d+/vlnKigoMFi75sZYAKhp06b08ccfG73hz8ONsQCQSqWibt260ezZsykrK8tgtubGWADI19dX1oY/NTfGEgSB2rZtS5MmTTJ6w5+HG2OhxoY/P/30E925c8dg9ty5c+LGWAAoNDSUPvzwQ6M3/Pnwww/FrIWFBSUmJtI333xD169fN5gtLS0VN8YCQN7e3vTOO+/Q+vXrqaSkxGB+5cqVWn1r3bo1TZgwgdLT043qW2Jiopi3t7enl19+mRYvXkz5+fkGs5cvXyYzMzMx36hRIxo5ciTt3buXKisrDeYZY8xY4E2SGGOs7l2+fBlxcXFITEyEWq1Gp06dZD22ZOzYsdi+fbt471doaKjRj7AoLy9HVFQUQkNDoVarkZiYqPeKnZT169fjo48+glqtRkpKCtq0aSN51Uufl156CcXFxWJe3+Y2UjIzMxEbG4uuXbtCrVajc+fOsh6/MXHiRKxfv16sHRYWZnTfKisrER0djYYNG0KtViMpKUnvFTspW7duxdChQ5GSkgK1Wo22bdvKekxOnz59kJ+fL849MDDQ6Gx2djZiYmLQpUsXqNVqdOnSRe+mQFKmTJmC5cuXi3MPDw83um/V1dVo27Yt/P39xb65ubkZXXvPnj14++23xX/rMTExsh730q9fP2RmZopzr1evntHZvLw8cTMjtVqNuLg4ySvE+syaNQsLFy4U596iRQuj+6bRaNChQwd4eHggJSUFycnJcHd3N7r2oUOH8Oqrr4q127dvL6tv7777Ls6fPy/mGzRoYHSWMcbk4E2SGGPsKfDgwQNYW1vLei5iTcXFxbJ+Ua6pvLwcCoVC9jMdn0RtIkJJSYmsk6Oa6rJvD3dSlVp2/FfXfty+lZSUwNLSUvazMB96nLlXVlaCiOqkb4+br+u+aTQayWXHxta2sbGpk58VxhiT4y85QRUEwQ/ADwA8AWgAzCGirx85piOAtQAe3sywiog+M/S1+QSVMcYYY4wxxp5Nf9UuvlUARhDRcUEQ7AAcEwRhGxGdeeS434go5THqMMYYY4wxxhj7P8C09SsAiCibiI7/+ef7AM4C8HlSE2OMMcYYY4wx9n+LySeoNQmCEAigBYDDEm+3EQThlCAImwRBaFLL1xggCEKaIAhpeXl5T2JajDHGGGOMMcb+QR77BFUQBFsAKwEMI6KiR94+DiCAiMIBzASg+0CzPxHRHCKKJKJIOTv9McYYY4wxxhh7NjzWCaogCOb44+T0JyJa9ej7RFRERMV//nkjAHNBEFwfpyZjjDHGGGOMsWeTySeowh97mM8HcJaIpuo5xvPP4yAIQtSf9e6YWpMxxv6Jqqur8Ti3LuTn56OystLkfE5OjsnZ4uJiFBcXm5y/ffs2NBqNSVmNRoPc3FyTa9+5c0d8TIwpHqdvDx48QFHRo4uKjPc4fSMi3L592+Tad+/eRXl5ucn5x+lbSUkJCgsLTc7n5uY+Vt8eZ+4FBQUoKyszOZ+TkwNTn6xQVlaGe/fumVw7NzcX1dXVJucZY+xJepwrqDEAXgPQWRCEk3++ugmCMFAQhIF/HvMigAxBEE4BmAGgNz2ND15ljLG/kFKpRJ8+fdC2bVtMmjQJp0+flvWLaEFBAby8vNC7d2/89NNPuHv3rqz6M2bMQGhoKEaNGoXffvsNVVVVRmfNzMwQHh6OxMREfPPNN7h+/bqs2gcPHoSfnx8GDBiA9evXo6SkxOisQqFAv3790Lp1a0yYMAGnTp2S1bf79+/D29sbL7/8MhYvXow7d+R9Pvrdd9+hUaNG+OCDD7Bnzx5ZfTM3N0erVq3QtWtXzJw5E1evXjUcquH48ePw8fFB//79sXbtWjx48MDorCAIGDRoEKKiovDZZ5/hxIkTsvpWWloKX19fvPjii1i0aJHsD1cWLlyI4OBg/Pvf/8auXbtkfbhiYWGBmJgYdOnSBdOnT8fly5dl1f7999/h5eWFt956C6tWrZL14YogCBgxYgQiIiIwbtw4HDt2TFbfKisrERAQgJ49e+L777+X/SHB0qVL0aBBAwwbNgw7duyQ9eGKhYUFOnXqhE6dOmHq1Km4ePGirNoXL16El5cX3nzzTaxYseKxPlxhjLHHRkRP3SsiIoIYY+xZsnfvXgIgvgIDA2nIkCG0ZcsWKisrM5h//fXXxaxCoaD27dvT5MmT6ezZs6TRaGrN5uXlka2trZh3dnamV199lZYuXUr37t0zWHvWrFlacw8LC6NPPvmEDh48SFVVVbVmNRoNNW/eXMxaWlpScnIypaam0o0bNwzWPnz4sFZtf39/GjRoEG3cuJFKS0sN5t9++22tvsXExNCXX35Jv//+u8G+FRQUkIODg5h3cnKif/3rX7RkyRK6e/euwdpz587VmnuTJk3oo48+ov379xvVt6ioKDGrUqkoKSmJvv32W8rMzDRY+8SJE1q1fX19aeDAgbRhwwYqKSkxmB8yZIiYFQSB2rRpQxMnTqTTp08b7FtRURG5uLiIeQcHB+rVqxf9+OOPdOfOHYO1f/jhB625N27cmEaOHEl79+6lysrKWrMajYbat28vZi0sLCghIYFmzZpF165dM1j7zJkzJAiCmPf29qa3336b1q1bRw8ePDCY/+CDD7T6Fh0dTV988QWdPHnSYN9KSkrI09NTzNvb29NLL71EP/zwA+Xn5xusvWzZMq2+hYSE0IgRI2j37t0G+0ZEFB8fL2bNzc0pPj6eZsyYQVeuXDGYZYwxuQCkkZ5zQYGewguakZGRlJaWVtfTYIwxSWfOnMHs2bNl5xYsWCB5Jczc3Bx+fn4ICgpCQEAArK2tdY7JzMzEunXrJL+ug4MDAgMDERQUBG9vbygUuotjNm3aJHk1ShAE+Pj4iHkHBwedY8rKyjBv3jzJ2paWlmLW398f5ubmOsccP34cBw4ckMy7ubmJeTc3N/x5V4iWxYsXSy77NDMzE/sWGBgo2bebN29i9erVkrXt7e21+qZUKnWO2bp1Ky5cuKAzLggCvL29xbyjo6POMZWVlfjuu+8ka1taWiIgIEDsm4WFhc4xp06dwm+//SaZd3V1FWu7u7tL9m3JkiWSV9sf9i0wMBCBgYGwsbHROSYnJwcrVqyQrG1nZyfW9vHxkezbjh07cPbsWZ1xQRDg5eWl1bdH515VVYXvvvtO8uqlSqUS5+3v7w+VSqVzTEZGBnbv3i05dxcXF7G2h4eHZN9++eUXyavGSqVSq2+2trY6x+Tl5eGXX36RrG1rayv+W/Xx8YGZme6j6Hfv3o2MjAzJfM2+OTk56cxdo9Hgu+++k1yqq1KpEBAQgMDAQAQEBEj27ezZs9ixY4dk7SZNmkCtVkOtViM6Olrye84YY3IIgnCMiCIl3+MTVMYYk2fz5s1ISkqq62kwxtjfztXVFd26dcPw4cPRvHnzup4OY+wfqrYTVN2P7xhjjDHGGKtBqVSiffv2SElJgVqtRnBwcF1PiTH2jOITVMYYk6ljx464efOmrMz9+/cRGRmps2lLWFgY4uPj0bVrVzRt2lRyySHwx3LNkSNHao1ZWVkhNjYW8fHxiIuLg6ur9FO8iAgpKSk4efKk1nhAQADi4+MRHx+P6OhoyeW5wB9LmuPj47XGlEoloqOjxXxQUJDev/vo0aOxYMECrTEnJyfExcUhPj4esbGxksslgT92dW3VqpXODqVNmzYVa4eFhUkuawaAFStWYOjQoVpjlpaW6NChA7p27YouXbrA3d1d79x79uyJw4cPa435+fmJtVu3bi25PBcALl26hNjYWK0xhUKBqKgoMV+/fn29tT/77DOdJcJOTk7o3Lkz4uPj0bFjR9jZ2Ulmy8vL0apVK52NoUJDQ8V/L82bN9fbt/Xr12PgwIFaY5aWlmjfvj3i4+PRpUsXeHp66p177969dZYne3t7o2vXroiPj0ebNm0kl5kCwPXr1xETE6O1xFcQBLRq1UrsW4MGDfT+rHz55ZeYOXOm1piDg4NW36SWsgN/LMtu3bq1zm6+ISEhYu0WLVroXeK6detW9O3bV2tMpVKhXbt2Yt+9vLwkswDwxhtvYPv27VpjXl5eYu22bdvC0tJSMnvr1i20bt1aa4mvIAiIiIgQ88HBwXr7Nn36dPz3v//VGnN0dERSUhLUajUSExPh9P/au/eoKKv9DeDPZgC5D8hwU1QiEcU8eUvNTE09pBRlakZleTyVnn5aniwzux/LPKxKOxm5MjUNXeZdtBRNQ6NIDUVQwQveQfGCqAgownx/f3BZ4NzHC6M9n7Vmxcy8j3v3ZYOz3/2+Wz8/k30nIrphTN2c2pAPbpJERHeaTz75RACIu7u7xMbGyjfffCP5+flWZa9evSoRERG1mwSNHj1akpOTrdokSERk48aNtZsE9ejRQ+Lj4yU7O9vipi014uLiajcJevbZZ2XhwoVSVFRkVbagoEDc3d0FgNxzzz0yceJESUtLs7hJUI2pU6fWbhIUExMjM2bMkOPHj1uVrayslKioqNpNgl5++WWrN1cSEUlNTa3d7KZ79+4yZcoU2b17t9V1Gz58uAAQX19fefrpp2XBggVWbRIkInL27Nnaja2ioqJkwoQJ8ttvv1ldt4SEhNpNgvr37y8JCQly9OhRq7J1N7Zq0qSJjBo1SlavXm3V5koiItu2bautW7du3WTy5MmSlZVldd1GjhxZu0nQ0KFDJTEx0apNgkSqNrby9fUVANK6dWt54403ZPPmzVZtEiQiMnv27NpNgqKjo2X69Oly+PBhq7J6vV66desmACQ4OFhefPFFSUpKkkuXLlmVz8zMrN2kqEuXLvLRRx9JRkaG1XV79dVXBYB4e3vLkCFDZN68eXLmzBmrssXFxaLT6QSAREREyLhx4yQlJUXKy8utyhMR2QpmNkniCioR0U1WWVmJS5cuYfXq1ejTp4/RzXzM2blzJ4YPH47Y2Fi0a9fO5AqIKbt370ZiYiIGDBgAf39/m7KFhYVo3rw5Nm/ejO7duxvd2MWctLQ0xMfHIzY2FmFhYTZl9Xo9zp07h6SkJPTt29foZj7mZGVlIS4uDrGxsbj33nttrltWVhbmzp2LmJgYBAQE2JQ9f/48goKCkJKSggceeMDk6rQpaWlp+PjjjxEbG4vw8HCbsiKC06dPY8WKFejXr5/J1WlTsrOzMXDgQMyePRsdOnSwuW47duzAnDlz8Mgjj5hdnTamuLgYWq0WGzZswIMPPmhyddqULVu24P3330dsbCxatmxpU1ZEkJ+fj6VLlyI6Otrk6rQpBw4cqP1nhTp27GhyddqU9PR0zJo1C4888ojZ1WljSktL4ebmhvXr16NXr1521e2tt97ipbtE5BC4SRIRERERERHdMuY2SbLt9B4RERERERHRTcIJKhERERERETkETlCJiIiIiIjIIXCCSkRERERERA6BE1QiIiIiIiJyCJygEhERERERkUPgBJWI6AbS6/VISEjA7t27Yc8/45WVlYUFCxbg3LlzdrW/YMECpKamoqKiwuZsUVERvv76axw9etSutjds2IDVq1ejtLTU5qyIICEhAZmZmXbVLTs7G4mJiTh79qzNWQD44YcfsHnzZrvqdvHiRXz11Vc4fPiwXW1v2rQJSUlJKCkpsTkrIpgxYwYyMjLsqtv+/fsxb948nDlzxuYsACxduhQpKSm4evWqzdmSkhJMnz4dBw8etKvt1NRUrFixApcuXbI5KyKYOXMmtm/fblfdDh06hDlz5uDUqVM2ZwFg+fLl2LhxI8rLy23OlpWVYfr06Thw4IBdbaelpWHZsmUoLi62K09EdLNxgkpEdAM5OTnhxIkTaNeuHcLDw/HKK69g/fr1uHLlilX5yMhITJgwAYGBgejVqxc+/fRT7N271+oP0V5eXujZsyeCgoLw3HPPYfHixbhw4YJVWT8/P6xZswZhYWH429/+hnfeeQdbtmyBXq+3Kh8REYFBgwbB398fsbGxmDlzJvLz863KKqVQWFiI9u3bIywsDKNHj8batWtx+fJlq9t+//33ERQUhB49eiA+Ph7Z2dlW183X1xe9e/dGYGAgnn32WSxcuBBFRUVWZX18fLBp0yaEh4fjnnvuwcSJE5GWlobKykqr8q1atcJTTz0Ff39/xMTEYMaMGTh+/LhVWaUUiouL0bFjRzRv3hwvv/wyfvrpJ5SVlVmVv/vuu/HJJ58gKCgI3bt3x5QpU2w6uaLT6dCnTx8EBAQgLi7OppMrnp6e2LJlC1q2bImoqChMmDDBppMrkZGRGDZsGPz9/dG/f38kJCRYfXJFKYWysjJ07twZoaGhGDVqlE0nV8LCwjBt2jSEhISgW7dumDx5MrKysqyuW3BwMPr164eAgAAMHToUiYmJKCwstCrr7u6OjIwMtGrVCq1bt8b48eNtOrnSunVrjBgxAv7+/oiOjsb06dNx5MgRq7JERLeEiDjco1OnTkJEdLs6e/aseHl5CYDah5eXlwwaNEi+++47OXXqlNl8QkJCvSwAadmypbz22muyceNGKS8vN5nV6/XSvn37ellnZ2fp06ePTJs2TXJzc822vW3bNoO2AwMD5R//+IcsW7ZMiouLzeZHjhxpkO/YsaN88MEH8ueff0plZaXJbFFRkfj6+tbLenp6ysCBA2X27NlSUFBgtu1Zs2YZtB0eHi6vvvqq/Pzzz3LlyhWzdevatWu9rEajkd69e8vnn38u+/btM9t2ZmamQds6nU6ef/55WbJkiVy4cMFs/tVXXzXIt2/fXt59913ZunWr2boVFxeLTqerl/Xw8JDHHntMvv32Wzlx4oTZtufPn2/QdlhYmIwZM0bWrVsnly9fNpvv1auXQd169uwpn376qeTk5IherzeZzcnJEaVUvXzjxo1l2LBhsmjRIjl//rzZtsePH2/Q93bt2snbb78tf/zxh9m6lZaWSnBwcL2sm5ubPProo/LNN99IXl6e2baXLFli0Hbz5s3l//7v/2Tt2rVSVlZmNh8dHV0v6+TkJD169JD//ve/smfPHrN1y83NFY1GUy/v5+cnzzzzjCxcuFDOnTtntu13333XoO9t27aVt956S37//XepqKgwmyciul4A0sXEXFCJHZe23GydO3eW9PT0hu4GEZFR69evx2OPPWb2GEsrpkopaDQaODk5QSlV7z29Xm/xkkknJ6fa/LWuXr1qdtVTKVWbv7ZtS31XStXmjfW9srLS4kpOTb+N9b28vNzsKpQj1M1U3y19z+tmHaluImLxUtOadjUajcF7FRUVZleLG7pu5r7n1tTN1M+Ko9fN3PfcUt10Oh1iYmIQGxuL6Oho+Pj4mG2LiMhWSqntItLZ6HucoBIR2SY5ORkDBgxo6G4QEd1UTk5OeOihhxAfH49OnTo1dHeI6A5iboLqfKs7Q0R0uwsICEBMTIzZYzZv3mxy05uQkBB4enoiKCgIPj4+BqsbRUVF+OOPP4xm3d3d4ePjg8DAQAQGBqJRo0YGx2RmZpq89zMgIAAeHh4ICgpC48aNDVZm9Ho9kpOTjWY1Gg0CAgLg6+uLoKAgeHp6Ghxz9OhR7Nmzx2heq9XCy8sLgYGBCAgIgLOz4V9BqampJjdvCQ4Orq2bVqs1qNuFCxfw+++/G826ubnVq5ubm5vBMbt27TJ576dOp4OnpycCAwPh7+9vUDcRQXJystHVOCcnJwQGBsLX1xeBgYHw8vIyOOb48ePYtWuX0bZ9fHzq1c3FxcXgmLS0NJw/f95ovqZuNX24tm7FxcVITU01mnV1dYVWq0VQUJDJumVnZ5u8h9Hf37/2e2aqbuvWrTO6cq2UQnBwcO33zdvb2+CY/Px8ZGZmGm3by8sL3t7eCAoKMlm3LVu2mLxnNjg4GB4eHggMDISfn59B3UpKSrB582aj2Zq61Yw3d3d3g2P27t2LQ4cOGc37+/vX/pz6+/sbXYFdv3690VXQmrrV/L8bq9vJkyeRkZFhtG0fHx/0798fsbGxGDBgAPz9/Y0eR0R005i69rchH7wHlYhuZ3v27Kl3X12jRo0kJiZGZsyYIcePH7eYf/311+vdGxYaGir/+te/5KeffpLS0lKz2ZKSEgkKCqrNKqWke/fuMmXKFNm1a5fZ+9pERBYtWlSvba1WK3FxcbJgwQIpLCy02Pd+/frVy0dFRcmbb74pqampFu9rO3DgQL376lxdXaV///6SkJAgR44csdj222+/Xa/tJk2ayMiRI2X16tVSUlJiNnv58mVp2rRpvbp169ZNPv74Y8nMzLRYt6SkpHpt+/j4yNChQyUxMVHOnj1rse+PPvpovXxkZKS88cYbsnnzZrl69arZ7JEjR8TFxaU26+LiItHR0fLll1/K4cOHLbY9adKkem0HBwfLiy++KElJSXLp0iWz2fLycrnrrrvq5e+77z6ZNGmSZGRkWKxbcnJyvay3t7cMGTJE5s2bJ6dPn7bY98GDB9fLR0REyLhx4yQlJcXsvdoiIvn5+dKoUaN692r37dtXvvjiC4v3aouIxMfHG9yr/c9//lOWL19u8V7tiooKadWqVb18p06d5MMPP5Tt27dbrFtKSorBvdqDBg2SOXPmWLxXW0TkmWeeqZe/++675d///rds3LjR7L3aREQ3Cszcg9rgk1FjD05Qieh2FhcXV/shf+XKlRY/5NdVUFAgnp6eNn3Ir2vq1Kni5eUlgwcPlrlz51r1Ib9GZWWlREVF2fQhv67U1FSbP+TXNXz4cAkMDJQRI0ZY9SG/rrNnz4q3t3fth/z09HSb6paQkCCenp7yxBNPWP0hv4Zer5cOHTpIeHi4jB07VjZs2GDTh/w///xTnJ2d5aGHHpKpU6fK/v37rc6KiIwaNUp0Op0MHz5cli5dKhcvXrQ6e/78efHz85MOHTrIe++9J9u2bTO7sdC1Zs+eLR4eHvL444/LrFmz5OTJk1Zn9Xq9dOvWTcLCwuSVV16R9evX21S3zMxMcXZ2ll69eslnn30me/futTorUrUxlb+/vzz33HOyePFiixsy1VWzMdW9994r77zzjmzZssWmus2fP1/c3d0lNjZWZs6cKfn5+Tb1vVevXtK8eXMZPXq0JCcnW9zIqq6cnBxxcXGRBx98UOLj4yU7O9umnxUiohvB3ASV96ASEd1Aer0eGRkZ6NChg9GNTSw5duwYXFxcEBISYlf7O3fuRJs2bYxe+mvJhQsXUFBQgMjISLva3rt3L0JCQqDVam3Oigi2b9+Ojh072lW3vLw8KKXQtGlTm7NA1WXRkZGRRi9htaS4uBjHjx9HmzZtjG46Zcn+/ftrL7+1VU3dOnToYPQyUEtOnDgBvV6P0NBQm7NA1b/bGxERYfQSVktKSkpw+PBhtG3b1q66HThwAP7+/mjcuLHNWRHBjh070L59e7vqdvLkSZSXl6NFixY2Z4Gqy8nvvvtueHh42JwtKyvDgQMH0K5dO7vqlpubCz8/P166S0QNipskERERERERkUMwN0G1/TQ1ERERERER0U3ACSoRERERERE5BE5QiYiIiIiIyCFwgkpEREREREQOgRNUIiIiIiIicgicoBIREREREZFD4ASViIiIiIiIHMJ1TVCVUv2VUvuUUrlKqbeMvN9IKbWo+v2tSqmw62mPiMgRnDt3DnPnzsXp06ftym/atAm//PILrl69anNWRDBnzhzk5tjT+jsAAA3zSURBVOba1XZOTg6WL1+O4uJiu/LLly9Heno69Hq9zdmLFy9izpw5KCgosKvt1NRUbNiwAeXl5TZnRQTfffcd9u/fb1fbBw4cwNKlS3Hx4kW78klJSdi2bZtddSspKcHs2bNx8uRJu9pOS0vD+vXrceXKFZuzIoJ58+Zh7969sOffTT906BAWL16MCxcu2JwFgNWrV2PLli121a2srAyzZs1Cfn6+XW1v3boVa9euxeXLl+3Kz58/H9nZ2XbV7dixY1i4cCGKiorsanvNmjVIS0tDZWWlXXkiooZk9wRVKaUBkABgAIAoAE8rpaKuOewFAEUi0hLANADx9rZHROQoGjdujAULFiA4OBjdu3fHJ598gl27dln9QTQ0NBTR0dEICAhAXFwc5s+fj8LCQquySikcOnQIERERaNOmDd58802kpqaioqLCqnx4eDjGjh0LnU6Hhx9+GF999RWOHj1qVRYAnJ2dcd999yE0NBQjR47EqlWrUFpaalXWx8cHK1asQEhICLp27YqPP/4YmZmZVtetefPmiImJgU6nw5NPPonvv/8eZ8+etSqrlEJeXh4iIyMRGRmJN954A5s2bbK6bmFhYXjzzTeh0+nw97//HV9++SUOHz5sVRYA3Nzc0LVrVzRt2hQvvvgiVq5ciZKSEquynp6eWLt2LZo0aYL77rsPkyZNQkZGhtV1CwsLw+OPPw6dTofBgwfbdHJFKYVTp06hTZs2aNWqFcaNG2fTyZUWLVrg/fffh06nQ9++ffHFF1/g4MGDVmUBwNvbG/fffz9CQkIwYsQIm06uuLu7IyUlBaGhoejUqRM+/PBDm06uhIeHY8iQIdDpdHjiiSdsPrly7tw5tG3bFi1btsTYsWNtOrkSGhqKKVOmICAgAA899BCmTp1q08kVPz8/PPDAAwgODsbw4cOv6+QKEdEtJyJ2PQDcD2BdnecTAUy85ph1AO6v/toZwFkAytKf3alTJyEiclQpKSmi1WoFQL1HixYtZPTo0ZKcnCyXL182mR85cqRoNJp6WScnJ3nwwQclPj5ecnJyTGaLiookICDAoO3GjRvLs88+Kz/88IOcP3/eZP7rr78Wd3d3g3y7du1k4sSJkpaWJpWVlSbzPXr0MMi6ubnJI488IjNmzJC8vDyT2bS0NKN1a9asmbz88suyZs0aKSsrM5kfM2aMODs7G9TtgQcekClTpsiePXtMZktLS43WzdfXV55++mlZsGCBnDt3zmR+1qxZ4uHhYZCPioqSCRMmyG+//SYVFRUm83369DHINmrUSAYMGCAJCQly7Ngxk9n09HTx9fU1yDdt2lRGjRolP/74o5SWlprMjxs3TlxcXOpllVJy//33y+TJkyUrK8tktqKiQgIDAw3a1mq18tRTT0liYqIUFhaazH///ffi6elpkG/durWMHz9efv31V7N1GzBggEHW1dVVoqOjZfr06XLkyBGT2aysLPHz8zPIh4SEyEsvvSRJSUlSUlJiMj9x4kRxdXU1yHfp0kU++ugjycjIEL1ebzIfGhpqkPX29pYhQ4bIvHnz5MyZMyazixYtEi8vL4N8q1at5PXXX5eUlBS5evWqyfzAgQMNsi4uLtKvXz/53//+J4cOHTKZJSK6FQCki4m54PVc4tsUwPE6z/OqXzN6jIhUALgAwN/YH6aUGqmUSldKpZ85c+Y6ukVEdHNpNBq4uroavO7j4wOtVgutVgtnZ2eTeXd3dzg51f/16+rqWpv39vY2mVVKwd3d3eB1T09PaLVa+Pj4oFGjRibzrq6ucHFxqfeak5NTvb4rpUzmPTw8DF5zc3OrzRt7v4ZGozHat7ptX9u3uozVzcXFxaq6mep7Td20Wi3c3NxMZo3VTSlVm9VqtQZ9u7ada9Wtm7H3a2g0GqN9q8n6+PiYrZubm5vZuvn4+JjMAsbr5uHhUZu/mXUz1najRo1qs/bUzdvbu7bvxn6Oa5iqW92+2/qz4uHhUZs19nNctx1j39Oa75dWq4VGozHb9rV9s7ZuREQNztTM1dIDwJMAZtV5/hyA6dccswdAaJ3nBwH4W/qzuYJKRI5Mr9dLz549xdXVVR5++GH56quv5PDhw1bnc3JyRClVu5KzatUqsys51xo/fny9lZydO3eaXcmpq7S0VIKDg8Xb21uefPJJiys511qyZEm9lZxNmzaZXcm5VnR0dL2VnIMHD1qdzc3NFY1GI0FBQfLCCy/IypUr5dKlS1bn3333XQEgnTt3lv/85z+yY8cOq+t2+fJladasmXh5ecngwYPlu+++k1OnTlnd9qpVqwSAtGzZUl577TX55ZdfpLy83Op8bGysODs7S58+fWTatGmSm5trdfbo0aPi4uIigYGBMmLECFm2bJlcvHjR6vxHH30kAKRjx47ywQcfSHp6utlV9rrKy8slPDxcPD09ZeDAgTJ79mwpKCiwuu1169YJAAkPD5exY8fKzz//LFeuXLE6P2TIENFoNNK7d2/5/PPPZd++fVZnT5w4IW5ubqLT6eT555+XJUuWyIULF6zOf/rppwJA2rdvL++9955s3brV6rpVVFRI69atxd3dXR577DH59ttv5cSJE1a3vWnTptqrOsaMGSPr1q0ze1UHEdGtBjMrqKZP8VuWB6BZneehAE6YOCZPKeUMQAvg3HW0SUTU4IqKijB27Fj8+OOPFlftjCksLMS2bdvQsWNHs6tHxkjVSTycPHkSwcHBNrd9/PhxJCYmomfPnmZXj0zx8PDAvn370KpVK5uzFy9exEsvvYQlS5ZYXLUz5syZM0hLS0Pnzp3tqlu7du2Qn5+PJk2a2Nx2Xl4eZs2ahV69epldoTbFxcUFOTk5iIyMNLvqZkxJSQmGDRuGxMREaLVam9suKCjAr7/+ii5duthVt8jISOTl5aFp02svkrIsPz8fCQkJ6N27t9mVVnP27NmDNm3a2Fy3srIyDBkyBDNnzoSfn5/N7Z44cQIbN25E165dza5WmnLXXXfh2LFjaNasmeWDjbT92WefoU+fPmZXWk2pqKjArl270LZtW5vrRkTU0JTYsbscAFRPOPcD6AsgH8CfAJ4RkT11jhkNoJ2I/EspFQdgkIgMtfRnd+7cWdLT0+3qFxERERERETkupdR2Eels7D27V1BFpEIpNQZVGyFpAMwRkT1KqUmoWrJdBWA2gESlVC6qVk7j7G2PiIiIiIiI7mzXc4kvRGQNgDXXvPZ+na8vo+peVSIiIiIiIiKzrmcXXyIiIiIiIqIbhhNUIiIiIiIicgicoBIREREREZFD4ASViIiIiIiIHAInqEREREREROQQOEElIiIiIiIih8AJKhERERERETkETlCJiIiIiIjIIXCCSkRERERERA5BiUhD98GAUuoMgKMN3Q+67egAnG3oTtBfBscb3Uocb3QrcbzRrcTx9tfUQkQCjL3hkBNUInsopdJFpHND94P+Gjje6FbieKNbieONbiWON7oWL/ElIiIiIiIih8AJKhERERERETkETlDpTjKzoTtAfykcb3QrcbzRrcTxRrcSxxvVw3tQiYiIiIiIyCFwBZWIiIiIiIgcAieodFtTSj2plNqjlNIrpTpf895EpVSuUmqfUurhhuoj3VmUUv2rx1SuUuqthu4P3XmUUnOUUqeVUrvrvNZYKfWzUupA9X/9GrKPdGdQSjVTSqUopXKq/y4dW/06xxvdcEopN6XUNqVUZvV4+0/163cppbZWj7dFSinXhu4rNSxOUOl2txvAIAC/1n1RKRUFIA5AWwD9AXytlNLc+u7RnaR6DCUAGAAgCsDT1WON6Eaai6rfW3W9BWCjiEQA2Fj9nOh6VQB4XUTaAOgGYHT17zSON7oZrgDoIyL3AmgPoL9SqhuAeADTqsdbEYAXGrCP5AA4QaXbmojkiMg+I289DuAHEbkiIocB5ALocmt7R3egLgByReSQiJQD+AFVY43ohhGRXwGcu+blxwHMq/56HoCBt7RTdEcSkZMisqP662IAOQCaguONbgKpcqn6qUv1QwD0AbC0+nWON+IEle5YTQEcr/M8r/o1ouvBcUUNJUhETgJVkwoAgQ3cH7rDKKXCAHQAsBUcb3STKKU0SqmdAE4D+BnAQQDnRaSi+hD+vUpwbugOEFmilNoAINjIW++ISJKpmJHXuGU1XS+OKyK64yilvAAsA/BvEbmolLFfdUTXT0QqAbRXSvkCWAGgjbHDbm2vyNFwgkoOT0T62RHLA9CszvNQACduTI/oL4zjihrKKaVUiIicVEqFoGr1gei6KaVcUDU5XSAiy6tf5nijm0pEziulNqHq3mdfpZRz9Soq/14lXuJLd6xVAOKUUo2UUncBiACwrYH7RLe/PwFEVO846IqqjbhWNXCf6K9hFYDh1V8PB2Dq6hEiq6mqpdLZAHJEZGqdtzje6IZTSgVUr5xCKeUOoB+q7ntOATCk+jCON4IS4So63b6UUk8AmA4gAMB5ADtF5OHq994B8E9U7VL4bxFZ22AdpTuGUioGwBcANADmiMjkBu4S3WGUUgsB9AagA3AKwAcAVgJYDKA5gGMAnhSRazdSIrKJUqoHgFQAuwDoq19+G1X3oXK80Q2llPobqjZB0qBqkWyxiExSSoWjatPBxgAyAAwTkSsN11NqaJygEhERERERkUPgJb5ERERERETkEDhBJSIiIiIiIofACSoRERERERE5BE5QiYiIiIiIyCFwgkpEREREREQOgRNUIiIiIiIicgicoBIREREREZFD4ASViIiIiIiIHML/A8BizHtZh9ydAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 1152x432 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -323,7 +339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -337,7 +353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -361,7 +377,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,